Artificial intelligence approach for the prediction of Robusta coffee yield using soil fertility properties

Article


Kouadio, Louis, Deo, Ravinesh C., Byrareddy, Vivekananda, Adamowski, Jan F., Mushtaq, Shahbaz and Nguyen, Van Phuong. 2018. "Artificial intelligence approach for the prediction of Robusta coffee yield using soil fertility properties." Computers and Electronics in Agriculture. 155, pp. 324-338. https://doi.org/10.1016/j.compag.2018.10.014
Article Title

Artificial intelligence approach for the prediction of Robusta coffee yield using soil fertility properties

ERA Journal ID41630
Article CategoryArticle
AuthorsKouadio, Louis (Author), Deo, Ravinesh C. (Author), Byrareddy, Vivekananda (Author), Adamowski, Jan F. (Author), Mushtaq, Shahbaz (Author) and Nguyen, Van Phuong (Author)
Journal TitleComputers and Electronics in Agriculture
Journal Citation155, pp. 324-338
Number of Pages15
Year2018
PublisherElsevier
Place of PublicationNetherlands
ISSN0168-1699
Digital Object Identifier (DOI)https://doi.org/10.1016/j.compag.2018.10.014
Web Address (URL)https://www.sciencedirect.com/science/article/pii/S0168169918304733
Abstract

As a commodity for daily consumption, coffee plays a crucial role in the economy of several African, American and Asian countries; yet, the accurate prediction of coffee yield based on environmental, climatic and soil fertility conditions remains a challenge for agricultural system modellers. The ability of an Extreme Learning Machine (ELM) model to analyse soil fertility properties and to generate an accurate estimation of Robusta coffee yield was assessed in this study. The performance of 18 different ELM-based models with single and multiple combinations of the predictor variables based on the soil organic matter (SOM), available potassium, boron, sulphur, zinc, phosphorus, nitrogen, exchangeable calcium, magnesium, and pH, was evaluated. The ELM model’s performance was compared to that of existing predictive tools: Multiple Linear Regression (MLR) and Random Forest (RF). Individual model performance and inter-model performance comparisons were based on the root mean square error (RMSE), mean absolute error (MAE), Willmott’s Index (WI), Nash-Sutcliffe efficiency coefficient (ENS), and the Legates and McCabe’s Index (ELM) in the independent testing dataset. In the independent testing phase, an ELM model constructed with SOM, available potassium and available sulphur as predictor variables generated the most accurate coffee yield estimate (i.e., RMSE = 496.35 kg ha−1 or ±13.6%, and MAE = 326.40 kg ha−1 or ±7.9%). This contrasted with the less accurate MLR (RMSE = 1072.09 kg ha−1 and MAE = 797.60 kg ha−1) and RF (RMSE = 1087.35 kg ha−1 and MAE = 769.57 kg ha−1) model. Normalized metrics showed the ELM model’s ability to yield highly accurate results: WI = 0.9952, ENS = 0.406 and ELM = 0.431. In comparison to the MLR and RF models, the adoption of the ELM model as an improved class of artificial intelligence models for coffee yield prediction in smallholder farms in this study constitutes an original contribution to the agronomic sector, particularly with respect to the appropriate selection of most optimal soil properties that can be used in the prediction of optimal coffee yield. The potential utility of coupling artificial intelligence algorithms with biophysical-crop models (i.e., as a data-intelligent automation tool) in decision-support systems that implement precision agriculture, in an effort to improve yield in smallholder farms based on carefully screened soil fertility dataset was confirmed.

Keywordssmallholder farms, Robusta coffee, soil fertility, extreme learning machine, machine learning in agriculture
ANZSRC Field of Research 2020460510. Recommender systems
410604. Soil chemistry and soil carbon sequestration (excl. carbon sequestration science)
300207. Agricultural systems analysis and modelling
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Byline AffiliationsInternational Centre for Applied Climate Science
School of Agricultural, Computational and Environmental Sciences
McGill University, Canada
Western Highlands Agriculture and Forestry Science Institute, Vietnam
Institution of OriginUniversity of Southern Queensland
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Kouadio, Louis, El Jarroudi, Moussa, Belabess, Zineb, Laasli, Salah-Eddine, Roni, Md Zohurul Kadir, Amine, Ibn Dahou Idrissi, Mokhtari, Nourreddine, Mokrini, Fouad, Junk, Jürgen and Lahlali, Rachid. 2023. "A review on UAV-based applications for plant disease detection and monitoring." Remote Sensing. 15 (17). https://doi.org/10.3390/rs15174273
A systematic review of emerging environmental markets: Potential pathways to creating shared value for communities
Mittahalli Byrareddy, Vivekananda M, Islam, Md Aminul, Nguyen-Huy, Thong and Slaughter, Geoff. 2023. "A systematic review of emerging environmental markets: Potential pathways to creating shared value for communities ." Heliyon. 9 (9). https://doi.org/10.1016/j.heliyon.2023.e19754
The Great 2011 Thailand flood disaster revisited: Could it have been mitigated by different dam operations based on better weather forecasts?
Loc, Ho Huu, Emadzadeh, Adel, Park, Edward, Nontikansak, Piyanuch and Deo, Ravinesh C.. 2023. "The Great 2011 Thailand flood disaster revisited: Could it have been mitigated by different dam operations based on better weather forecasts? " Environmental Research. 216 (Part 2). https://doi.org/10.1016/j.envres.2022.114493
Comparison of machine learning methods emulating process driven crop models
Johnston, David B., Pembleton, Keith G., Huth, Neil I. and Deo, Ravinesh C.. 2023. "Comparison of machine learning methods emulating process driven crop models ." Environmental Modelling and Software. 162. https://doi.org/10.1016/j.envsoft.2023.105634
A novel approach based on integration of convolutional neural networks and echo state network for daily electricity demand prediction
Ghimire, Sujan, Nguyen-Huy, Thong, AL-Musaylh, Mohanad S., Deo, Ravinesh, Casillas-Perez, David and Salcedo-sanz, Sancho. 2023. "A novel approach based on integration of convolutional neural networks and echo state network for daily electricity demand prediction." Energy. 275, p. 127430. https://doi.org/10.1016/j.energy.2023.127430
Accurate Image Multi-Class Classification Neural Network Model with Quantum Entanglement Approach
Riaz, Farina, Abdulla, Shahab, Suzuki, Hajime, Ganguly, Srinjoy, Deo, Ravinesh C. and Hopkins, Susan. 2023. "Accurate Image Multi-Class Classification Neural Network Model with Quantum Entanglement Approach." Sensors. 23 (5), pp. 1-11. https://doi.org/10.3390/s23052753
Near real-time wind speed forecast model with bidirectional LSTM networks
Joseph, Lionel P., Deo, Ravinesh C., Prasad, Ramendra, Salcedo-Sanz, Sancho, Raj, Nawin and Soar, Jeffrey. 2023. "Near real-time wind speed forecast model with bidirectional LSTM networks." Renewable Energy. 204, pp. 39-58. https://doi.org/10.1016/j.renene.2022.12.123
Downscaling Surface Albedo to Higher Spatial Resolutions With an Image Super-Resolution Approach and PROBA-V Satellite Images
Deo, Ravinesh C., Karalasingham, Sagthitharan, Casillas-Perez, David, Raj, Narwin and Salcedo-sanz, Sancho. 2023. "Downscaling Surface Albedo to Higher Spatial Resolutions With an Image Super-Resolution Approach and PROBA-V Satellite Images." IEEE Access. 11, pp. 5558-5577. https://doi.org/10.1109/ACCESS.2023.3236253
Developing a novel hybrid method based on dispersion entropy and adaptive boosting algorithm for human activity recognition
Diykh, Mohammed, Abdulla, Shahab, Deo, Ravinesh C, Siuly, Siuly and Ali, Mumtaz. 2023. "Developing a novel hybrid method based on dispersion entropy and adaptive boosting algorithm for human activity recognition." Computer Methods and Programs in Biomedicine. 229, pp. 1-11. https://doi.org/https://doi.org/10.1016/j.cmpb.2022.107305
Cloud cover bias correction in numerical weather models for solar energy monitoring and forecasting systems with kernel ridge regression
Deo, Ravinesh C., Ahmed, A.A. Masrur, Casillas-Perez, David, Pourmousavi, S. Ali, Segal, Gary, Yu, Yanshan and Salcedo-sanz, Sancho. 2023. "Cloud cover bias correction in numerical weather models for solar energy monitoring and forecasting systems with kernel ridge regression." Renewable Energy. 203, pp. 113-130. https://doi.org/10.1016/j.renene.2022.12.048
Assessing the biophysical factors affecting irrigation performance in rice cultivation using remote sensing derived information
Sawadogo, Alidou, Dossou-Yovo, E., Kouadio, Louis, Zwart, Sander J., Traore, Farid and Gundogdu, Kemal S.. 2023. "Assessing the biophysical factors affecting irrigation performance in rice cultivation using remote sensing derived information." Agricultural Water Management. 278, pp. 1-12. https://doi.org/10.1016/j.agwat.2022.108124
Early flowering changes robusta coffee yield responses to climate stress and managementv
Kath, Jarrod, Byrareddy, Vivekananda Mittahalli, Reardon-Smith, Kathryn and Mushtaq, Shahbaz. 2023. "Early flowering changes robusta coffee yield responses to climate stress and managementv." Science of the Total Environment. 856 (Part 1), pp. 1-12. https://doi.org/10.1016/j.scitotenv.2022.158836
Deep Multi-Stage Reference Evapotranspiration Forecasting Model: Multivariate Empirical Mode Decomposition Integrated With the Boruta-Random Forest Algorithm
Jayasinghe, W. J. M. Lakmini Prarthana, Deo, Ravinesh C., Ghahramani, Afshin, Ghimire, Sujan and Raj, Nawin. 2021. "Deep Multi-Stage Reference Evapotranspiration Forecasting Model: Multivariate Empirical Mode Decomposition Integrated With the Boruta-Random Forest Algorithm." IEEE Access. 9, pp. 166695-166708. https://doi.org/10.1109/ACCESS.2021.3135362
Designing Deep-based Learning Flood Forecast Model with ConvLSTM Hybrid Algorithm
Moishin, Mohammed, Deo, Ravinesh C., Prasad, Ramendra, Raj, Nawin and Abdulla, Shahab. 2021. "Designing Deep-based Learning Flood Forecast Model with ConvLSTM Hybrid Algorithm." IEEE Access. 9, pp. 50982-50993. https://doi.org/10.1109/ACCESS.2021.3065939
Innovations for a climate resilient sustainable agricultural sector
Mushtaq, Shahbaz, Kath, Jarrod and Reardon-Smith, Kathryn. 2022. "Innovations for a climate resilient sustainable agricultural sector." The Australian Farmer: A Digital Publication and Knowledge Tool for the Forward-Thinking Farmer. II, pp. 237-238.
Pattern recognition describing spatio-temporal drivers of catchment classification for water quality
O'Sullivan, Cherie M., Ghahramani, Afshin, Deo, Ravinesh C. and Pembleton, Keith G.. 2023. "Pattern recognition describing spatio-temporal drivers of catchment classification for water quality." Science of the Total Environment. 861, pp. 1-42. https://doi.org/10.1016/j.scitotenv.2022.160240
The Playground Shade Index: A New Design Metric for Measuring Shade and Seasonal Ultraviolet Protection Characteristics of Parks and Playgrounds
Downs, Nathan, Raj, Nawin, Vanos, Jennifer, Parisi, Alfio, Butler, Harry, Deo, Ravinesh, Igoe, Damien, Dexter, Benjamin, Beckman-Downs, Melanie, Turner, Joanna and Dekeyser, Stijn. 2023. "The Playground Shade Index: A New Design Metric for Measuring Shade and Seasonal Ultraviolet Protection Characteristics of Parks and Playgrounds." Photochemistry and Photobiology. 99 (4), pp. 1193-1207. https://doi.org/10.1111/php.13745
Using Sequence-to-Sequence Models for Carrier Frequency Offset Estimation of Short Messages and Chaotic Maps
Davey, Christopher P., Shakeel, Ismail, Deo, Ravinesh C., Salcedo-sanz, Sancho and Soar, Jeffrey. 2022. "Using Sequence-to-Sequence Models for Carrier Frequency Offset Estimation of Short Messages and Chaotic Maps." IEEE Access. 10, pp. 119814 - 119825. https://doi.org/10.1109/ACCESS.2022.3221762
Modelling and Real-time Optimisation of Air Quality Predictions for Australia through Artificial Intelligence Algorithm
Sharma, Ekta, Deo, Ravinesh C., Prasad, Ramendra and Parisi, Alfio V.. 2019. "Modelling and Real-time Optimisation of Air Quality Predictions for Australia through Artificial Intelligence Algorithm." AMSI Optimise 2019. Perth, Australia 17 - 21 Jun 2019 Perth, Australia.
Willingness to Pay for Weather-Indexed Insurance: Evidence from Cambodian Rice Farmers
Wang, Qingxia, Soksophors, Yim, Barlis, Angelica, Mushtaq, Shahbaz, Phanna, Khieng, Swaans, Cornelis and Rodulfo, Danny. 2022. "Willingness to Pay for Weather-Indexed Insurance: Evidence from Cambodian Rice Farmers." Sustainability. 14 (21), pp. 1-17. https://doi.org/10.3390/su142114558
Hybrid Convolutional Neural Network-Multilayer Perceptron Model for Solar Radiation Prediction
Ghimire, Sujan, Nguyen-Huy, Thong, Prasad, Ramendra, Deo, Ravinesh C., Casillas-Perez, David, Salcedo-sanz, Sancho and Bhandari, Binayak. 2023. "Hybrid Convolutional Neural Network-Multilayer Perceptron Model for Solar Radiation Prediction." Cognitive Computation. 15 (2), pp. 645-671. https://doi.org/10.1007/s12559-022-10070-y
Vapour pressure deficit determines critical thresholds for global coffee production under climate change
Kath, Jarrod, Craparo, Alessandro, Fong, Youyi, Byrareddy, Vivekananda, Davis, Aaron P., King, Rachel, Nguyen-Huy, Thong, van Asten, Piet J. A., Marcussen, Torben, Mushtaq, Shahbaz, Stone, Roger and Power, Scott. 2022. "Vapour pressure deficit determines critical thresholds for global coffee production under climate change." Nature Food. 3, pp. 871-880. https://doi.org/10.1038/s43016-022-00614-8
Assessing the Interplay between Weather and Septoria Leaf Blotch Severity on Lower Leaves on the Disease Risk on Upper Leaves in Winter Wheat
El Jarroudi, Moussa, Kouadio, Louis, Junk, Jurgen, Maraite, Henri, Tychon, Bernard and Delfosse, Philippe. 2022. "Assessing the Interplay between Weather and Septoria Leaf Blotch Severity on Lower Leaves on the Disease Risk on Upper Leaves in Winter Wheat." Journal of Fungi. 8 (11), pp. 1-16. https://doi.org/10.3390/jof8111119
Student Performance Predictions for Advanced Engineering Mathematics Course With New Multivariate Copula Models
Nguyen-Huy, Thong, Deo, Ravinesh C., Khan, Shahjahan, Devi, Aruna, Adeyinka, Adewuyi Ayodele, Apan, Armando A. and Yaseen, Zaher Mundher. 2022. "Student Performance Predictions for Advanced Engineering Mathematics Course With New Multivariate Copula Models." IEEE Access. 10, pp. 45112 -45136. https://doi.org/10.1109/ACCESS.2022.3168322
Groundwater-surface water interactions at wetland interface: Advancement in catchment system modeling
Rafiei, Vahid, Nejadhashemi, A. Pouyan, Mushtaq, Shahbaz, Bailey, Ryan T. and An-Vo, Duc-Anh. 2022. "Groundwater-surface water interactions at wetland interface: Advancement in catchment system modeling." Environmental Modelling and Software. 152, pp. 1-15. https://doi.org/10.1016/j.envsoft.2022.105407
Rapid assessment of mine rehabilitation areas with airborne LiDAR and deep learning: bauxite strip mining in Queensland, Australia
Murray, Xavier, Apan, Armando, Deo, Ravinesh and Maraseni, Tek. 2022. "Rapid assessment of mine rehabilitation areas with airborne LiDAR and deep learning: bauxite strip mining in Queensland, Australia." Geocarto International. 37 (26), pp. 11223-11252. https://doi.org/10.1080/10106049.2022.2048902
Multi-strategy Slime Mould Algorithm for hydropower multi-reservoir systems optimization
Ahmadianfar, Iman, Noori, Ramzia Majeed, Togun, Hussein, Falah, Mayadah W., Homod, Raad Z., Fu, Minglei, Halder, Bijay, Deo, Ravinesh and Yaseen, Zaher Mundher. 2022. "Multi-strategy Slime Mould Algorithm for hydropower multi-reservoir systems optimization." Knowledge-Based Systems. 250, pp. 1-18. https://doi.org/10.1016/j.knosys.2022.109048
Suspended sediment load modeling using advanced hybrid rotation forest based elastic network approach
Khosravi, Khabat, Golkarian, Ali, Melesse, Assefa M. and Deo, Ravinesh C.. 2022. "Suspended sediment load modeling using advanced hybrid rotation forest based elastic network approach." Journal of Hydrology. 610, pp. 1-14. https://doi.org/10.1016/j.jhydrol.2022.127963
Delineating the Crop-Land Dynamic due to Extreme Environment Using Landsat Datasets: A Case Study
Halder, Bijay, Bandyopadhyay, Jatisankar, Afan, Haitham Abdulmohsin, Naser, Maryam H., Abed, Salwan Ali, Khedher, Khaled Mohamed, Falih, Khaldoon T., Deo, Ravinesh, Scholz, Miklas and Yaseen, Zaher Mundher. 2022. "Delineating the Crop-Land Dynamic due to Extreme Environment Using Landsat Datasets: A Case Study." Agronomy. 12 (6), pp. 1-23. https://doi.org/10.3390/agronomy12061268
Coupled online sequential extreme learning machine model with ant colony optimization algorithm for wheat yield prediction
Ali, Mumtaz, Deo, Ravinesh C., Xiang, Yong, Prasad, Ramendra, Li, Jianxin, Farooque, Aitazaz and Yaseen, Zaher Mundher. 2022. "Coupled online sequential extreme learning machine model with ant colony optimization algorithm for wheat yield prediction." Scientific Reports. 12 (1), pp. 1-23. https://doi.org/10.1038/s41598-022-09482-5
Forecasting solar photosynthetic photon flux density under cloud cover effects: novel predictive model using convolutional neural network integrated with long short-term memory network
Deo, Ravinesh C., Grant, Richard H., Webb, Ann, Ghimire, Sujan, Igoe, Damien P., Downs, Nathan J., Al-Musaylh, Mohanad S., Parisi, Alfio V. and Soar, Jeffrey. 2022. "Forecasting solar photosynthetic photon flux density under cloud cover effects: novel predictive model using convolutional neural network integrated with long short-term memory network." Stochastic Environmental Research and Risk Assessment. 36, p. 3183–3220. https://doi.org/10.1007/s00477-022-02188-0
Improved Complete Ensemble Empirical Mode Decomposition with Adaptive Noise Deep Residual model for short-term multi-step solar radiation prediction
Ghimire, Sujan, Deo, Ravinesh C, Casillas-Perez, David and Salcedo-sanz, Sancho. 2022. "Improved Complete Ensemble Empirical Mode Decomposition with Adaptive Noise Deep Residual model for short-term multi-step solar radiation prediction." Renewable Energy. 190, pp. 408-424. https://doi.org/10.1016/j.renene.2022.03.120
Efficient daily solar radiation prediction with deep learning 4-phase convolutional neural network, dual stage stacked regression and support vector machine CNN-REGST hybrid model
Ghimire, Sujan, Nguyen-Huy, Thong, Deo, Ravinesh C., Casillas-Perez, David and Salcedo-sanz, Sancho. 2022. "Efficient daily solar radiation prediction with deep learning 4-phase convolutional neural network, dual stage stacked regression and support vector machine CNN-REGST hybrid model." Sustainable Materials and Technologies. 32, pp. 1-24. https://doi.org/10.1016/j.susmat.2022.e00429
Hybrid deep CNN-SVR algorithm for solar radiation prediction problems in Queensland, Australia
Ghimire, Sujan, Bhandari, Binayak, Casillas-Perez, David, Deo, Ravinesh C. and Salcedo-sanz, Sancho. 2022. "Hybrid deep CNN-SVR algorithm for solar radiation prediction problems in Queensland, Australia." Engineering Applications of Artificial Intelligence. 112, pp. 1-26. https://doi.org/10.1016/j.engappai.2022.104860
Boosting solar radiation predictions with global climate models, observational predictors and hybrid deep-machine learning algorithms
Ghimire, Sujan, Deo, Ravinesh C., Casillas-Perez, David and Salcedo-sanz, Sancho. 2022. "Boosting solar radiation predictions with global climate models, observational predictors and hybrid deep-machine learning algorithms." Applied Energy. 316, pp. 1-25. https://doi.org/10.1016/j.apenergy.2022.119063
Machine learning regression and classification methods for fog events prediction
Castillo-Boton, C., Casillas-Perez, D., Casanova-Mateo, C., Ghimire, S., Cerro-Prada, E., Gutierrez, P. A., Deo, R. C. and Salcedo-sanz, S.. 2022. "Machine learning regression and classification methods for fog events prediction." Atmospheric Research. 272, pp. 1-23. https://doi.org/10.1016/j.atmosres.2022.106157
Efficient water management and irrigation on farms
Reardon-Smith, K., Mushtaq, Shahbaz, Scobie, M., Eberhard, J. and Maraseni, T. N.. 2022. "Efficient water management and irrigation on farms." Sims, Ralph E. H. (ed.) Energy-smart farming: efficiency, renewable energy and sustainability. United Kingdom. Burleigh Dodds Science Publishing Limited. pp. 102-134
Quantum Artificial Intelligence Predictions Enhancement by Improving Signal Processing
Riaz, Farina, Abdulla, Shahab, Ni, Wei, Radfar, Mohsen, Deo, Ravinesh and Hopkins, Susan. 2022. "Quantum Artificial Intelligence Predictions Enhancement by Improving Signal Processing." Quantum Australia Conference 2022. Online 23 - 25 Feb 2022 Toowoomba, Australia. https://doi.org/10.13140/RG.2.2.34754.66245
A satellite-based Standardized Antecedent Precipitation Index (SAPI) for mapping extreme rainfall risk in Myanmar
Nguyen-Huy, Thong, Kath, Jarrod, Nagler, Thomas, Khaung, Ye, Aung, Thee Su Su, Mushtaq, Shahbaz, Marcussen, Torben and Stone, Roger. 2022. "A satellite-based Standardized Antecedent Precipitation Index (SAPI) for mapping extreme rainfall risk in Myanmar." Remote Sensing Applications: Society and Environment. 26, pp. 1-19. https://doi.org/10.1016/j.rsase.2022.100733
Nuanced assessment of livelihood resilience through the intersectional lens of gender and ethnicity: evidence from small-scale farming communities in the upland regions of Vietnam
Tran, Van Thanh, An-Vo, Duc-Anh, Mushtaq, Shahbaz and Cockfield, Geoff. 2022. "Nuanced assessment of livelihood resilience through the intersectional lens of gender and ethnicity: evidence from small-scale farming communities in the upland regions of Vietnam." Journal of Rural Studies. 92, pp. 68-78. https://doi.org/10.1016/j.jrurstud.2022.03.011
Deep learning CNN-LSTM-MLP hybrid fusion model for feature optimizations and daily solar radiation prediction
Ghimire, Sujan, Deo, Ravinesh C., Casillas-Perez, David, Salcedo-sanz, Sancho, Sharma, Ekta and Ali, Mumtaz. 2022. "Deep learning CNN-LSTM-MLP hybrid fusion model for feature optimizations and daily solar radiation prediction." Measurement. 202, pp. 1-22. https://doi.org/10.1016/j.measurement.2022.111759
Basin management inspiration from impacts of alternating dry and wet conditions on water production and carbon uptake in Murray-Darling Basin
Lu, Zhixiang, Feng, Qi, Wei, Yongping, Zhao, Yan, Deo, Ravinesh C., Xie, Jiali, Zhou, Sha, Zhu, Meng and Xu, Min. 2022. "Basin management inspiration from impacts of alternating dry and wet conditions on water production and carbon uptake in Murray-Darling Basin." Science of the Total Environment. 851 (Part 2), pp. 1-8. https://doi.org/10.1016/j.scitotenv.2022.158359
Introductory Engineering Mathematics Students’ Weighted Score Predictions Utilising a Novel Multivariate Adaptive Regression Spline Model
Ahmed, Abul Abrar Masrur, Deo, Ravinesh C., Ghimire, Sujan, Downs, Nathan J., Devi, Aruna, Barua, Prabal D. and Yaseen, Zaher M.. 2022. "Introductory Engineering Mathematics Students’ Weighted Score Predictions Utilising a Novel Multivariate Adaptive Regression Spline Model." Sustainability. 14 (17), pp. 1-27. https://doi.org/10.3390/su141711070
Kernel Ridge Regression Hybrid Method for Wheat Yield Prediction with Satellite-Derived Predictors
Ahmed, A. A. Masrur, Sharma, Ekta, Jui, S. Janifer Jabin, Deo, Ravinesh C., Nguyen-Huy, Thong and Ali, Mumtaz. 2022. "Kernel Ridge Regression Hybrid Method for Wheat Yield Prediction with Satellite-Derived Predictors." Remote Sensing. 14 (5), pp. 1-24. https://doi.org/10.3390/rs14051136
Cloud Affected Solar UV Predictions with Three-Phase Wavelet Hybrid Convolutional Long Short-Term Memory Network Multi-Step Forecast System
Prasad, Salvin S., Deo, Ravinesh C., Downs, Nathan, Igoe, Damien, Parisi, Alfio V. and Soar, Jeffrey. 2022. "Cloud Affected Solar UV Predictions with Three-Phase Wavelet Hybrid Convolutional Long Short-Term Memory Network Multi-Step Forecast System." IEEE Access. 10, pp. 24704-24720. https://doi.org/10.1109/ACCESS.2022.3153475
Development and evaluation of hybrid deep learning long short-term memory network model for pan evaporation estimation trained with satellite and ground-based data
Jayasinghe, W. J. M. Lakmini Prarthana, Deo, Ravinesh C., Ghahramani, Afshin, Ghimire, Sujan and Raj, Nawin. 2022. "Development and evaluation of hybrid deep learning long short-term memory network model for pan evaporation estimation trained with satellite and ground-based data." Journal of Hydrology. 607, pp. 1-19. https://doi.org/10.1016/j.jhydrol.2022.127534
Integrative artificial intelligence models for Australian coastal sediment lead prediction: An investigation of in-situ measurements and meteorological parameters effects
Bhagat, Suraj Kumar, Tiyasha, Tiyasha, Kumar, Adarsh, Malik, Tabarak, Jawad, Ali H., Khedher, Khaled Mohamed, Deo, Ravinesh C. and Yaseen, Zaher Mundher. 2022. "Integrative artificial intelligence models for Australian coastal sediment lead prediction: An investigation of in-situ measurements and meteorological parameters effects." Journal of Environmental Management. 309, pp. 1-16. https://doi.org/10.1016/j.jenvman.2022.114711
An Eigenvalues-Based Covariance Matrix Bootstrap Model Integrated With Support Vector Machines for Multichannel EEG Signals Analysis
Al-Hadeethi, Hanan, Abdulla, Shahab, Diykh, Mohammed, Deo, Ravinesh C. and Green, Jonathan H.. 2022. "An Eigenvalues-Based Covariance Matrix Bootstrap Model Integrated With Support Vector Machines for Multichannel EEG Signals Analysis." Frontiers in Neuroinformatics. 15, pp. 1-15. https://doi.org/10.3389/fninf.2021.808339
Stacked LSTM Sequence-to-Sequence Autoencoder with Feature Selection for Daily Solar Radiation Prediction: A Review and New Modeling Results
Ghimire, Sujan, Deo, Ravinesh C., Wang, Hua, Al-Musaylh, Mohanad S., Casillas-Perez, David and Salcedo-sanz, Sancho. 2022. "Stacked LSTM Sequence-to-Sequence Autoencoder with Feature Selection for Daily Solar Radiation Prediction: A Review and New Modeling Results." Energies. 15 (3), pp. 1-39. https://doi.org/10.3390/en15031061
Texture analysis based graph approach for automatic detection of neonatal seizure from multi-channel EEG signals
Diykh, Mohammed, Miften, Firas Sabar, Abdulla, Shahab, Deo, Ravinesh C., Siuly, Siuly, Green, Jonathan H. and Oudah, Atheer Y.. 2022. "Texture analysis based graph approach for automatic detection of neonatal seizure from multi-channel EEG signals." Measurement. 190 (110731), pp. 1-13. https://doi.org/10.1016/j.measurement.2022.110731
An improved calibration technique to address high dimensionality and non-linearity in integrated groundwater and surface water models
Rafiei, Vahid, Nejadhashemi, A. Pouyan, Mushtaq, Shahbaz, Bailey, Ryan T. and An-Vo, Duc-Anh. 2022. "An improved calibration technique to address high dimensionality and non-linearity in integrated groundwater and surface water models." Environmental Modelling and Software. 149, pp. 1-15. https://doi.org/10.1016/j.envsoft.2022.105312
Classification of catchments for nitrogen using Artificial Neural Network Pattern Recognition and spatial data
O'Sullivan, Cherie M., Ghahramani, Afshin, Deo, Ravinesh C., Pembleton, Keith, Khan, Urooj and Tuteja, Narendra. 2022. "Classification of catchments for nitrogen using Artificial Neural Network Pattern Recognition and spatial data." Science of the Total Environment. 809, pp. 1-15. https://doi.org/10.1016/j.scitotenv.2021.151139
Weather-based predictive modeling of Cercospora beticola infection events in sugar beet in Belgium
El Jarroudi, Moussa, Chairi, Fadia, Kouadio, Louis, Antoons, Kathleen, Sallah, Abdoul-Hamid Mohamed and Fettweis, Xavier. 2021. "Weather-based predictive modeling of Cercospora beticola infection events in sugar beet in Belgium." Journal of Fungi. 7 (9). https://doi.org/10.3390/jof7090777
A framework for assessing the value of seasonal climate forecasting in key agricultural decisions
An-Vo, Duc-Anh, Radanielson, Ando Mariot, Mushtaq, Shahbaz, Reardon-Smith, Kate and Hewitt, Chris. 2021. "A framework for assessing the value of seasonal climate forecasting in key agricultural decisions." Climate Services. 22, pp. 1-14. https://doi.org/10.1016/j.cliser.2021.100234
Coping with drought: Lessons learned from robusta coffee growers in Vietnam
Byrareddy, Vivekananda, Kouadio, Louis, Mushtaq, Shahbaz, Kath, Jarrod and Stone, Roger. 2021. "Coping with drought: Lessons learned from robusta coffee growers in Vietnam." Climate Services. 22, pp. 1-11. https://doi.org/10.1016/j.cliser.2021.100229
Domino effect of climate change over two millennia in ancient China’s Hexi Corridor
Feng, Qi, Yan, Linshan, Deo, Ravinesh C., AghaKouchak, Amir, Adamowski, Jan F., Stone, Roger, Yin, Zhenliang, Liu, Wei, Si, Jianhua, Wen, Xiaohu, Zhu, Meng and Cao, Shixiong. 2019. "Domino effect of climate change over two millennia in ancient China’s Hexi Corridor." Nature Sustainability. 2, pp. 957-961. https://doi.org/10.1038/s41893-019-0397-9
Bat algorithm for dam–reservoir operation
Ethteram, Mohammad, Mousavi, Sayed-Farhad, Karami, Hojat, Farzin, Saeed, Deo, Ravinesh, Othman, Faridah Binti, Chau, Kwok-Wing, Sarkamaryan, Saeed, Singh, Vijay P. and El-Shafie, Ahmed. 2018. "Bat algorithm for dam–reservoir operation." Environmental Earth Sciences. 77 (13), pp. 1-15. https://doi.org/10.1007/s12665-018-7662-5
Characteristics of ecosystem water use efficiency in a desert riparian forest
Ma, Xiaohong, Feng, Qi, Su, Yonghong, Yu, Tengfei and Deo, Ravinesh C.. 2018. "Characteristics of ecosystem water use efficiency in a desert riparian forest." Environmental Earth Sciences. 77 (358). https://doi.org/10.1007/s12665-018-7518-z
The influence of climatic inputs on stream-flow pattern forecasting: case study of Upper Senegal River
Diop, Lamine, Bodian, Ansoumana, Djaman, Koffi, Yaseen, Zaher Mundher, Deo, Ravinesh C., El-Shafie, Ahmed and Brown, Larry C.. 2018. "The influence of climatic inputs on stream-flow pattern forecasting: case study of Upper Senegal River." Environmental Earth Sciences. 77 (5). https://doi.org/10.1007/s1266
Uncertainty assessment of the multilayer perceptron (MLP) neural network model with implementation of the novel hybrid MLP-FFA method for prediction of biochemical oxygen demand and dissolved oxygen: a case study of Langat River
Raheli, Bahare, Aalami, Mohammad Taghi, El-Shafie, Ahmed, Ghorbani, Mohammad Ali and Deo, Ravinesh C.. 2017. "Uncertainty assessment of the multilayer perceptron (MLP) neural network model with implementation of the novel hybrid MLP-FFA method for prediction of biochemical oxygen demand and dissolved oxygen: a case study of Langat River." Environmental Earth Sciences. 76 (14). https://doi.org/10.1007/s12665-017-6842-z
Cotton and climate change
Williams, Allyson A. J., McRae, David, Kouadio, Louis, Mushtaq, Shahbaz and Davis, Peter. 2019. "Cotton and climate change." Hatfield, Jerry L., Sivakumar, Mannava V. K. and Prueger, John H. (ed.) Agroclimatology: linking agriculture to climate. United States. American Society of Agronomy / Crop Science Society of America / Soil Science Society of America. pp. 343-368
Northern Australia Climate Program: supporting adaptation in rangeland grazing systems through more targeted climate forecasts, improved drought information and an innovative extension program
Cobon, David, Jarvis, Chelsea, Reardon-Smith, Kate, Guillory, Laura, Pudmenzky, Christa, Nguyen-Huy, Thong, Mushtaq, Shahbaz and Stone, Roger. 2021. "Northern Australia Climate Program: supporting adaptation in rangeland grazing systems through more targeted climate forecasts, improved drought information and an innovative extension program." The Rangeland Journal. 43 (3), pp. 87-100. https://doi.org/10.1071/RJ20074
Novel hybrid deep learning model for satellite based PM10 forecasting in the most polluted Australian hotspots
Sharma, Ekta, Deo, Ravinesh C., Soar, Jeffrey, Prasad, Ramendra, Parisi, Alfio V. and Raj, Nawin. 2022. "Novel hybrid deep learning model for satellite based PM10 forecasting in the most polluted Australian hotspots." Atmospheric Environment. 279, pp. 1-13. https://doi.org/10.1016/j.atmosenv.2022.119111
New double decomposition deep learning methods for river water level forecasting
Ahmed, A. A. Masrur, Deo, Ravinesh C., Ghahramani, Afshin, Feng, Qi, Raj, Nawin, Yin, Zhenliang and Yang, Linshan. 2022. "New double decomposition deep learning methods for river water level forecasting." Science of the Total Environment. 831, pp. 1-21. https://doi.org/10.1016/j.scitotenv.2022.154722
Global disparities in agricultural climate index-based insurance research
Adeyinka, Adewuyi Ayodele, Kath, Jarrod, Nguyen-Huy, Thong, Mushtaq, Shahbaz, Souvignet, Maxime, Range, Matthias and Barratt, Jonathan. 2022. "Global disparities in agricultural climate index-based insurance research." Climate Risk Management. 35, pp. 1-15. https://doi.org/10.1016/j.crm.2022.100394
Growth kinetics and purifying performance of A. Platensis in stirring-free culture based on brewery effluent's supernatant
Liady, Mouhamadou Nourou Dine, Adande, Richard, Akowanou, Onesime Akuemaho Virgile, Adjahouinou, Dogbe Clement, Cecilia, Ahondokpe, Goussanou, Baruc Kpehouenou, Zouhir, Fouad, Kouadio, Louis Amani, Aina, Martin Pepin and Fiogbe, Emile Didier. 2022. "Growth kinetics and purifying performance of A. Platensis in stirring-free culture based on brewery effluent's supernatant ." Water Science and Technology. 86 (12), pp. 3153-3162. https://doi.org/10.2166/wst.2022.385
A hierarchical classification/regression algorithm for improving extreme wind speed events prediction
Pelaez-Rodriguez, C., Perez-Aracil, J., Fister, D, Prieto-Godino, L., Deo, R.C. and Salcedo-sanz, S.. 2022. "A hierarchical classification/regression algorithm for improving extreme wind speed events prediction." Renewable Energy. 201 (Part 2), pp. 157-178. https://doi.org/10.1016/j.renene.2022.11.042
Wind speed forecasting in Nepal using self-organizing map-based online sequential extreme learning machine
Sharma, Neelesh and Deo, Ravinesh. 2021. "Wind speed forecasting in Nepal using self-organizing map-based online sequential extreme learning machine." Deo, Ravinesh, Samui, Pijush and Roy, Sanjiban Sekhar (ed.) Predictive Modelling for Energy Management and Power Systems Engineering. Netherlands. Elsevier. pp. 437-484
Support vector machine model for multistep wind speed forecasting
Prasad, Shobna Mohini Mala, Nguyen-Huy, Thong and Deo, Ravinesh. 2021. "Support vector machine model for multistep wind speed forecasting." Deo, Ravinesh, Samui, Pijush and Roy, Sanjiban Sekhar (ed.) Predictive modelling for energy management and power systems engineering. Netherlands. Elsevier. pp. 335-389
Development of data-driven models for wind speed forecasting in Australia
Neupane, Ananta, Raj, Nawin, Deo, Ravinesh and Ali, Mumtaz. 2021. "Development of data-driven models for wind speed forecasting in Australia." Deo, R., Samui, Pijush and Roy, Sanjiban Sekhar (ed.) Predictive modelling for energy management and power systems engineering. Netherlands. Elsevier. pp. 143-190
Application of deep learning models for automated identification of Parkinson’s disease: a review (2011–2021)
Loh, Hui Wen, Hong, Wanrong, Ooi, Chui Ping, Chakraborty, Subrata, Barua, Prabal Datta, Deo, Ravinesh C., Soar, Jeffrey, Palmer, Elizabeth E. and Acharya, U. Rajendra. 2021. "Application of deep learning models for automated identification of Parkinson’s disease: a review (2011–2021)." Sensors. 21, pp. 1-27. https://doi.org/10.3390/s21217034
Artificial intelligence models for suspended river sediment prediction: state-of-the art, modeling framework appraisal, and proposed future research directions
Tao, Hai, Al-Khafaji, Zainab S., Qi, Chongchong, Zounemat-Kermani, Mohammad, Kisi, Ozgur, Tiyasha, Tiyasha, Chau, Kwok-Wing, Nourani, Vahid, Melesse, Assefa M., Elhakeem, Mohamed, Farooque, Aitazaz Ahsan, Nejadhashemi, A. Pouyan, Khedher, Khaled Mohamed, Alawi, Omer A., Deo, Ravinesh C., Shahid, Shamsuddin, Singh, Vijay P. and Yaseen, Zaher Mundher. 2021. "Artificial intelligence models for suspended river sediment prediction: state-of-the art, modeling framework appraisal, and proposed future research directions." Engineering Applications of Computational Fluid Mechanics. 15 (1), pp. 1585-1612. https://doi.org/10.1080/19942060.2021.1984992
Assessing Livelihood Vulnerability of Minority Ethnic Groups to Climate Change: A Case Study from the Northwest Mountainous Regions of Vietnam
Tran, Van Thanh, An-Vo, Duc-Anh, Cockfield, Geoff and Mushtaq, Shahbaz. 2021. "Assessing Livelihood Vulnerability of Minority Ethnic Groups to Climate Change: A Case Study from the Northwest Mountainous Regions of Vietnam." Sustainability. 13 (13). https://doi.org/10.3390/su13137106
Advanced extreme learning machines vs. deep learning models for peak wave energy period forecasting: A case study in Queensland, Australia
Ali, Mumtaz, Prasad, Ramendra, Xiang, Yong, Sankaran, Adarsh, Deo, Ravinesh C., Xiao, Fuyuan and Zhu, Shuyu. 2021. "Advanced extreme learning machines vs. deep learning models for peak wave energy period forecasting: A case study in Queensland, Australia." Renewable Energy. 177, pp. 1033-1044. https://doi.org/10.1016/j.renene.2021.06.052
Novel short-term solar radiation hybrid model: long short-term memory network integrated with robust local mean decomposition
Huynh, Anh Ngoc-Lan, Deo, Ravinesh C., Ali, Mumtaz, Abdulla, Shahab and Raj, Nawin. 2021. "Novel short-term solar radiation hybrid model: long short-term memory network integrated with robust local mean decomposition." Applied Energy. 298, pp. 1-19. https://doi.org/10.1016/j.apenergy.2021.117193
Evaluating management strategies for sustainable crop production under changing climate conditions: a system dynamics approach
Pham, Yen Hoang, Reardon-Smith, Kathryn and Deo, Ravinesh C.. 2021. "Evaluating management strategies for sustainable crop production under changing climate conditions: a system dynamics approach." Journal of Environmental Management. 292. https://doi.org/10.1016/j.jenvman.2021.112790
An interplay of soil salinization and groundwater degradation threatening coexistence of oasis-desert ecosystems
Yin, Xinwei, Feng, Qi, Li, Yan, Deo, Ravinesh C., Liu, Wei, Zhu, Meng, Zheng, Xinjun and Liu, Ran. 2022. "An interplay of soil salinization and groundwater degradation threatening coexistence of oasis-desert ecosystems." Science of the Total Environment. 806 (2), pp. 1-20. https://doi.org/10.1016/j.scitotenv.2021.150599
Probabilistic yield forecasting of robusta coffee at the farm scale using agroclimatic and remote sensing derived indices
Kouadio, Louis, Byrareddy, Vivekananda M., Sawadogo, Alidou and Newlands, Nathaniel K.. 2021. "Probabilistic yield forecasting of robusta coffee at the farm scale using agroclimatic and remote sensing derived indices." Agricultural and Forest Meteorology. 306, pp. 1-12. https://doi.org/10.1016/j.agrformet.2021.108449
Hybrid deep learning method for a week-ahead evapotranspiration forecasting
Ahmed, A. A. Masrur, Deo, Ravinesh C., Feng, Qi, Ghahramani, Afshin, Raj, Nawin, Yin, Zhenliang and Yang, Linshan. 2022. "Hybrid deep learning method for a week-ahead evapotranspiration forecasting." Stochastic Environmental Research and Risk Assessment. 36 (3), pp. 831-849. https://doi.org/10.1007/s00477-021-02078-x
Streamflow prediction using an integrated methodology based on convolutional neural network and long short‑term memory networks
Ghimire, Sujan, Yaseen, Zaher Mundher, Farooque, Aitazaz A., Deo, Ravinesh C., Zhang, Ji and Tao, Xiaohui. 2021. "Streamflow prediction using an integrated methodology based on convolutional neural network and long short‑term memory networks." Scientific Reports. 11, pp. 1-26. https://doi.org/10.1038/s41598-021-96751-4
The role of internal transcribed spacer 2 secondary structures in classifying mycoparasitic Ampelomyces
Prahl, Rosa E., Khan, Shahjahan and Deo, Ravinesh C.. 2021. "The role of internal transcribed spacer 2 secondary structures in classifying mycoparasitic Ampelomyces." PLoS One. 16 (6), pp. 1-28. https://doi.org/10.1371/journal.pone.0253772
Temperature and rainfall impacts on robusta coffee bean characteristics
Kath, Jarrod, Byrareddy, Vivek, Mushtaq, Shahbaz, Craparo, Aleesandro and Porcel, Mario. 2021. "Temperature and rainfall impacts on robusta coffee bean characteristics." Climate Risk Management. 32. https://doi.org/10.1016/j.crm.2021.100281
Deep Learning Forecasts of Soil Moisture: Convolutional Neural Network and Gated Recurrent Unit Models Coupled with Satellite-Derived MODIS, Observations and Synoptic-Scale Climate Index Data
Ahmed, A. A. Masrur, Deo, Ravinesh C., Raj, Nawin, Ghahramani, Afshin, Feng, Qi, Yin, Zhenliang and Yang, Linshan. 2021. "Deep Learning Forecasts of Soil Moisture: Convolutional Neural Network and Gated Recurrent Unit Models Coupled with Satellite-Derived MODIS, Observations and Synoptic-Scale Climate Index Data." Remote Sensing. 13 (4), pp. 1-30. https://doi.org/10.3390/rs13040554
Performance of a process-based model for predicting robusta coffee yield at the regional scale in Vietnam
Kouadio, Louis, Tixier, Philippe, Byrareddy, Vivekananda, Marcussen, Torben, Mushtaq, Shahbaz, Rapidel, Bruno and Stone, Roger. 2021. "Performance of a process-based model for predicting robusta coffee yield at the regional scale in Vietnam." Ecological Modelling. 443, pp. 1-12. https://doi.org/10.1016/j.ecolmodel.2021.109469
LSTM integrated with Boruta-random forest optimiser for soil moisture estimation under RCP4.5 and RCP8.5 global warming scenarios
Ahmed, A. A. Masrur, Deo, Ravinesh C., Ghahramani, Afshin, Raj, Nawin, Feng, Qi, Yin, Zhenliang and Yang, Linshan. 2021. "LSTM integrated with Boruta-random forest optimiser for soil moisture estimation under RCP4.5 and RCP8.5 global warming scenarios." Stochastic Environmental Research and Risk Assessment. 35, pp. 1851-1881. https://doi.org/10.1007/s00477-021-01969-3
A new framework for classification of multi-category hand grasps using EMG signals
Miften, Firas Sabar, Diykh, Mohammed, Abdulla, Shahab, Siuly, Siuly, Green, Jonathan H. and Deo, Ravinesh C.. 2021. "A new framework for classification of multi-category hand grasps using EMG signals." Artificial Intelligence in Medicine. 112, pp. 1-14. https://doi.org/10.1016/j.artmed.2020.102005
Weather conditions conducive to infection of winter wheat by Puccinia striiformis sp. tritici race ‘warrior’
El Jarroudi, Moussa, Kouadio, Louis, El Jarroudi, Mustapha, Bock, Clive H., Tychon, Bernard, Junk, Jurgen and Delfosse, Philippe. 2015. "Weather conditions conducive to infection of winter wheat by Puccinia striiformis sp. tritici race ‘warrior’." 2015 APS Annual Meeting. Pasadena, United States of America 01 - 05 Aug 2015 United States. American Phytopathological Society. https://doi.org/10.1094/PHYTO-105-11-S4.1
Quantifying the potential effects of regional climate change on wheat leaf rust disease in the Grand-Duchy of Luxembourg
El Jarroudi, Moussa, Kouadio, Louis, Junk, Jurgen, Tychon, Bernard and Delfosse, Philippe. 2016. "Quantifying the potential effects of regional climate change on wheat leaf rust disease in the Grand-Duchy of Luxembourg." 2016 APS Annual Meeting. Tampa, United States 30 Jul - 03 Aug 2016 United States. American Phytopathological Society. https://doi.org/10.1094/PHYTO-106-12-S4.1
Deep learning hybrid model with Boruta-Random forest optimiser algorithm for streamflow forecasting with climate mode indices, rainfall, and periodicity
Ahmed, A. A. Masrur, Deo, Ravinesh C., Feng, Qi, Ghahramani, Afshin, Raj, Nawin, Yin, Zhenliang and Yang, Linshan. 2021. "Deep learning hybrid model with Boruta-Random forest optimiser algorithm for streamflow forecasting with climate mode indices, rainfall, and periodicity." Journal of Hydrology. 599, pp. 1-23. https://doi.org/10.1016/j.jhydrol.2021.126350
Modeling soil temperature using air temperature features in diverse climatic conditions with complementary machine learning models
Bayatvarkeshi, Maryam, Bhagat, Suraj Kumar, Mohammadi, Kourosh, Kisi, Ozgur, Farahani, M., Hasani, A., Deo, Ravinesh and Yaseen, Zaher Mundher. 2021. "Modeling soil temperature using air temperature features in diverse climatic conditions with complementary machine learning models." Computers and Electronics in Agriculture. 185. https://doi.org/10.1016/j.compag.2021.106158
Global Climate Models
Marcussen, Torben and Mushtaq, Shahbaz. Global Climate Models. Toowoomba. https://doi.org/10.26192/jxrv-9j53
Valorisation of the supernatant of brewery effluent in plankton production for fish farming: an alternative for environment protection in southern countries
Liady, Mouhamadou Nourou Dine, Goussanou, Baruc Kpehouenou, Adande, Richard, Noumavo, Agossou D. Pacome, Kouadio, Louis Amani, Zouhir, Fouad, Aina, Martin Pepin and Fiogbe, Emile Didier. 2020. "Valorisation of the supernatant of brewery effluent in plankton production for fish farming: an alternative for environment protection in southern countries." Biotechnology, Agronomy, Society and Environment. 24 (4), pp. 235-239. https://doi.org/10.25518/1780-4507.18768
Agricultural climate risk management and global food security: recent progress in South-East Asia
Kouadio, Louis and Rahn, Eric. 2021. "Agricultural climate risk management and global food security: recent progress in South-East Asia." Lyubchich, Vyacheslav, Gel, Yulia R., Kilbourne, K. Halimeda, Miller, Thomas J., Newlands, Nathaniel K. and Smith, Adam B. (ed.) Evaluating climate change impacts. Boca Raton, FL, USA. CRC Press. pp. 347-362
Multispectral remote sensing as a tool to support organic crop certification: assessment of the discrimination level between organic and conventional maize
Denis, Antoine, Desclee, Baudouin, Migdall, Silke, Hansen, Herbert, Bach, Heike, Ott, Pierre, Kouadio, Amani Louis and Tychon, Bernard. 2021. "Multispectral remote sensing as a tool to support organic crop certification: assessment of the discrimination level between organic and conventional maize." Remote Sensing. 13 (1). https://doi.org/10.3390/rs13010117
Mapping rice area and yield in northeastern asia by incorporating a crop model with dense vegetation index profiles from a geostationary satellite
Yeom, Jong-Min, Jeong, Seungtaek, Deo, Ravinesh C. and Ko, Jonghan. 2021. "Mapping rice area and yield in northeastern asia by incorporating a crop model with dense vegetation index profiles from a geostationary satellite." GIScience and Remote Sensing. https://doi.org/10.1080/15481603.2020.1853352
Deep Air Quality Forecasts: Suspended Particulate Matter Modeling With Convolutional Neural and Long Short-Term Memory Networks
Sharma, Ekta, Deo, Ravinesh C., Prasad, Ramendra, Parisi, Alfio and Raj, Nawin. 2020. "Deep Air Quality Forecasts: Suspended Particulate Matter Modeling With Convolutional Neural and Long Short-Term Memory Networks." IEEE Access. 8, pp. 209503-209516. https://doi.org/10.1109/ACCESS.2020.3039002
MARS model for prediction of short- and long-term global solar radiation
Balalla, Dilki T., Nguyen-Huy, Thong and Deo, Ravinesh. 2021. "MARS model for prediction of short- and long-term global solar radiation." Deo, Ravinesh, Roy, Sanjiban Sekhar and Samui, Pijush (ed.) Predictive Modelling for Energy Management and Power Systems Engineering. United Kingdom. Elsevier. pp. 391-436
Employing weather-based disease and machine learning techniques for optimal control of Septoria Leaf Blotch and Stripe Rust in wheat
El Jarroudi, Moussa, Lahlali, Rachid, El Jarroudi, Haifa, Tychon, Bernard, Belleflamme, Alexandre, Junk, Jurgen, Denis, Antoine, El Jarroudi, Mustapha and Kouadio, Louis. 2020. "Employing weather-based disease and machine learning techniques for optimal control of Septoria Leaf Blotch and Stripe Rust in wheat." Ezziyyani, Mostafa (ed.) 2nd International Conference on Advanced Intelligent Systems for Sustainable Development (AI2SD 2019). Cham, Morocco 08 - 11 Jul 2019 Switzerland. https://doi.org/10.1007/978-3-030-36664-3_18
Developing reservoir evaporation predictive model for successful dam management
Allawi, Mohammed Falah, Ahmed, Mohammed Lateef, Aidan, Ibraheem Abdallah, Deo, Ravinesh C. and El-Shafie, Ahmed. 2021. "Developing reservoir evaporation predictive model for successful dam management." Stochastic Environmental Research and Risk Assessment. 35 (2), pp. 499-514. https://doi.org/10.1007/s00477-020-01918-6
Improved prediction of leaf emergence for efficacious crop protection: assessing field variability in phyllotherms for upper leaves in winter wheat and winter barley
El Jarroudi, Moussa, Kouadio, Louis, Junk, Jurgen and Bock, Clive H.. 2020. "Improved prediction of leaf emergence for efficacious crop protection: assessing field variability in phyllotherms for upper leaves in winter wheat and winter barley." Agronomy. 10 (11). https://doi.org/10.3390/agronomy10111825
Application of effective drought index for quantification of meteorological drought events: a case study in Australia
Deo, Ravinesh C., Byun, Hi-Ryong, Adamowski, Jan F. and Begum, Khaleda. 2017. "Application of effective drought index for quantification of meteorological drought events: a case study in Australia." Theoretical and Applied Climatology. 128 (1-2), pp. 359-379. https://doi.org/10.1007/s00704-015-1706-5
Carbon smart agriculture: An integrated regional approach offers significant potential to increase profit and resource use efficiency, and reduce emissions
Maraseni, Tek, An-Vo, Duc-Anh, Mushtaq, Shahbaz and Reardon-Smith, Kate. 2021. "Carbon smart agriculture: An integrated regional approach offers significant potential to increase profit and resource use efficiency, and reduce emissions." Journal of Cleaner Production. 282, pp. 1-14. https://doi.org/10.1016/j.jclepro.2020.124555
Monitoring wheat leaf rust and stripe rust in winter wheat using high-resolution UAV-based red-green-blue imagery
Heidarian Dehkordi, Ramin, El Jarroudi, Moussa, Kouadio, Louis, Meersmans, Jeroen and Beyer, Marco. 2020. "Monitoring wheat leaf rust and stripe rust in winter wheat using high-resolution UAV-based red-green-blue imagery." Remote Sensing. 12 (22). https://doi.org/10.3390/rs12223696
Feedback modelling of the impacts of drought: A case study in coffee production systems in Viet Nam
Pham, Yen, Reardon-Smith, Kathryn, Mushtaq, Shahbaz and Deo, Ravinesh C.. 2020. "Feedback modelling of the impacts of drought: A case study in coffee production systems in Viet Nam." Climate Risk Management. 30, pp. 1-17. https://doi.org/10.1016/j.crm.2020.100255
Forecasting long-term precipitation for water resource management: a new multi-step data-intelligent modelling approach
Ali, Mumtaz, Deo, Ravinesh C., Xiang, Yong, Li, Ya and Yaseen, Zaher Mundher. 2020. "Forecasting long-term precipitation for water resource management: a new multi-step data-intelligent modelling approach." Hydrological Sciences Journal. 65 (16), pp. 2693-2708. https://doi.org/10.1080/02626667.2020.1808219
Feedback modelling of the impacts of drought on coffee production in Vietnam
Pham, Yen, Reardon-Smith, Kathryn, Mushtaq, Shahbaz and Kotir, Julius. 2020. "Feedback modelling of the impacts of drought on coffee production in Vietnam." 3rd Asia Pacific System Dynamics Conference. Brisbane, Australia 02 - 04 Feb 2020 Brisbane, Australia.
Development of Flood Monitoring Index for daily flood risk evaluation: case studies in Fiji
Moishin, Mohammed, Deo, Ravinesh C., Prasad, Ramendra, Raj, Nawin and Abdulla, Shahab. 2021. "Development of Flood Monitoring Index for daily flood risk evaluation: case studies in Fiji." Stochastic Environmental Research and Risk Assessment. 35 (7), pp. 1387-1402. https://doi.org/10.1007/s00477-020-01899-6
The modeling of human facial pain intensity based on Temporal Convolutional Networks trained with video frames in HSV color space
Bargshady, Ghazal, Zhou, Xujuan, Deo, Ravinesh C., Soar, Jeffrey, Whittaker, Frank and Wang, Hua. 2020. "The modeling of human facial pain intensity based on Temporal Convolutional Networks trained with video frames in HSV color space." Applied Soft Computing. 97 (Part A), pp. 1-14. https://doi.org/10.1016/j.asoc.2020.106805
Integrating seasonal climate forecasts with Robusta coffee model across the agricultural landscapes of Vietnam
Byrareddy, Vivekananda Mittahalli. 2020. Integrating seasonal climate forecasts with Robusta coffee model across the agricultural landscapes of Vietnam. PhD Thesis Doctor of Philosophy. University of Southern Queensland. https://doi.org/10.26192/k1v4-0907
Modelling drought impacts on coffee production in Viet Nam: a system dynamics approach
Pham, Y., Reardon-Smith, K. and Mushtaq, S.. 2019. "Modelling drought impacts on coffee production in Viet Nam: a system dynamics approach." Elsawah, S. (ed.) 23rd International Congress on Modelling and Simulation (MODSIM2019). Canberra, Australia 01 - 06 Dec 2019 Canberra, Australia.
Modeling wheat yield with data-intelligent algorithms: artificial neural network versus genetic programming and minimax probability machine regression
Ali, Mumtaz and Deo, Ravinesh C.. 2020. "Modeling wheat yield with data-intelligent algorithms: artificial neural network versus genetic programming and minimax probability machine regression." Samui, Pijush, Bui, Dieu Tien, Chakraborty, Subrata and Deo, Ravinesh C. (ed.) Handbook of probabilistic models. Oxford, United Kingdom. Elsevier. pp. 37-87
Modeling the Main Fungal Diseases of Winter Wheat: Constraints and Possible Solutions
El Jarroudi, Moussa, Kouadio, Louis, Tychon, Bernard, El Jarroudi, Mustapha, Junk, Jurgen, Bock, Clive and Delfosse, Philippe. 2018. "Modeling the Main Fungal Diseases of Winter Wheat: Constraints and Possible Solutions." Kimatu, Josphert N. (ed.) Advances in Plant Pathology. London, United Kingdom. IntechOpen. pp. 3-30
MARS model for prediction of short- and long-term global solar radiation
Balalla, Dilki T., Nguyen-Huy, Thong and Deo, Ravinesh. 2021. "MARS model for prediction of short- and long-term global solar radiation." Deo, Ravinesh, Samui, Pijush and Roy, Sanjiban Sekhar (ed.) Predictive modelling for energy management and power systems engineering. Amsterdam, Netherlands. Elsevier. pp. 391-436
Short-term electrical energy demand prediction under heat island effects using emotional neural network integrated with genetic algorithm
Karalasingham, Sagthitharan, Deo, Ravinesh and Prasad, Ramendra. 2021. "Short-term electrical energy demand prediction under heat island effects using emotional neural network integrated with genetic algorithm." Deo, Ravinesh, Samui, Pijush and Roy, Sanjiban Sekhar (ed.) Predictive modelling for energy management and power systems engineering. Amsterdam, Netherlands. Elsevier. pp. 271-298
Hybrid multilayer perceptron-firefly optimizer algorithm for modelling photosynthetic active solar radiation for biofuel energy exploration
Goundar, Harshna, Yaseen, Zaher Mundher and Deo, Ravinesh. 2021. "Hybrid multilayer perceptron-firefly optimizer algorithm for modelling photosynthetic active solar radiation for biofuel energy exploration." Deo, Ravinesh, Samui, Pijush and Roy, Sanjiban Sekhar (ed.) Predictive modelling for energy management and power systems engineering. Amsterdam, Netherlands. Elsevier. pp. 191-232
Design and performance of two decomposition paradigms in forecasting daily solar radiation with evolutionary polynomial regression: wavelet transform versus ensemble empirical mode decomposition
Rezaie-Balf, Mohammad, Kim, Sungwon, Ghaemi, Alireza and Deo, Ravinesh. 2021. "Design and performance of two decomposition paradigms in forecasting daily solar radiation with evolutionary polynomial regression: wavelet transform versus ensemble empirical mode decomposition." Deo, Ravinesh, Samui, Pijush and Roy, Sanjiban Sekhar (ed.) Predictive modelling for energy management and power systems engineering. Amsterdam, Netherlands. Elsevier. pp. 115-142
Experimental Study on the Rainfall-Runoff Responses of Typical Urban Surfaces and Two Green Infrastructures Using Scale-Based Models
Liu, Wen, Feng, Qi, Deo, Ravinesh C., Yao, Lei and Wei, Wei. 2020. "Experimental Study on the Rainfall-Runoff Responses of Typical Urban Surfaces and Two Green Infrastructures Using Scale-Based Models ." Environmental Management (New York): an international journal for decision-makers, scientists and environmental auditors. 66 (4), pp. 683-693. https://doi.org/10.1007/s00267-020-01339-9
Ensemble neural network approach detecting pain intensity from facial expressions
Bargshady, Ghazal, Zhou, Xujuan, Deo, Ravinesh C., Soar, Jeffrey, Whittaker, Frank and Wang, Hua. 2020. "Ensemble neural network approach detecting pain intensity from facial expressions." Artificial Intelligence in Medicine. 109, pp. 1-12. https://doi.org/10.1016/j.artmed.2020.101954
Spatiotemporal assessment of irrigation performance of the Kou Valley irrigation scheme in Burkina Faso using satellite remote sensing-derived indicators
Sawadogo, Alidou, Kouadio, Louis, Traore, Farid, Zwart, Sander J., Hessels, Tim and Gundogdu, Kemal S.. 2020. "Spatiotemporal assessment of irrigation performance of the Kou Valley irrigation scheme in Burkina Faso using satellite remote sensing-derived indicators." ISPRS International Journal of Geo-Information. 9 (8), pp. 1-23. https://doi.org/10.3390/ijgi9080484
Daily flood forecasts with intelligent data analytic models: multivariate empirical mode decomposition-based modeling methods
Prasad, Ramendra, Charan, Dhrishna, Joseph, Lionel, Nguyen-Huy, Thong, Deo, Ravinesh C. and Singh, Sanjay. 2021. "Daily flood forecasts with intelligent data analytic models: multivariate empirical mode decomposition-based modeling methods." Deo, Ravinesh C., Samui, Pijush, Kisi, Ozgur and Yaseen, Zaher Mundher (ed.) Intelligent data analytics for decision-support systems in hazard mitigation: theory and practice of hazard mitigation. Singapore. Springer. pp. 359-381
Artificial neural networks for prediction of Steadman Heat Index
Chand, Bhuwan, Nguyen-Huy, Thong and Deo, Ravinesh C.. 2021. "Artificial neural networks for prediction of Steadman Heat Index." Deo, Ravinesh C., Samui, Pijush, Kisi, Ozgur and Yaseen, Zaher Mundher (ed.) Intelligent data analytics for decision-support systems in hazard mitigation: theory and practice of hazard mitigation. Singapore. Springer. pp. 293-357
Spatial prediction of landslide susceptibility using random forest algorithm
Rahmati, Omid, Kornejady, Aiding and Deo, Ravinesh C.. 2021. "Spatial prediction of landslide susceptibility using random forest algorithm." Deo, Ravinesh C., Samui, Pijush, Kisi, Ozgur and Yaseen, Zaher Mundher (ed.) Intelligent data analytics for decision-support systems in hazard mitigation: theory and practice of hazard mitigation. Singapore. Springer. pp. 281-292
Intelligent data analytics for time series, trend analysis and drought indices comparison
Dayal, Kavina S., Deo, Ravinesh C. and Apan, Armando A.. 2021. "Intelligent data analytics for time series, trend analysis and drought indices comparison." Deo, Ravinesh C., Samui, Pijush, Kisi, Ozgur and Yaseen, Zaher Mundher (ed.) Intelligent data analytics for decision-support systems in hazard mitigation: theory and practice of hazard mitigation. Singapore. Springer. pp. 151-169
Modulation of tropical cyclone genesis by Madden–Julian Oscillation in the Southern Hemisphere
Dayal, Kavina S., Wang, Bin and Deo, Ravinesh C.. 2021. "Modulation of tropical cyclone genesis by Madden–Julian Oscillation in the Southern Hemisphere." Deo, Ravinesh C., Samui, Pijush, Kisi, Ozgur and Yaseen, Zaher Mundher (ed.) Intelligent data analytics for decision-support systems in hazard mitigation: theory and practice of hazard mitigation. Singapore. Springer. pp. 127-150
Bayesian Markov Chain Monte Carlo-based copulas: factoring the role of large-scale climate indices in monthly flood prediction
Nguyen-Huy, Thong, Deo, Ravinesh C., Yaseen, Zaher Mundher, Mushtaq, Shahbaz and Prasad, Ramendra. 2021. "Bayesian Markov Chain Monte Carlo-based copulas: factoring the role of large-scale climate indices in monthly flood prediction." Deo, Ravinesh C., Samui, Pijush, Kisi, Ozgur and Yaseen, Zaher Mundher (ed.) Intelligent data analytics for decision-support systems in hazard mitigation: theory and practice of hazard mitigation. Singapore. Springer. pp. 29-47
Intelligent data analytics for decision-support systems in hazard mitigation: theory and practice of hazard mitigation
Deo, Ravinesh C., Samui, Pijush, Kisi, Ozgur and Yaseen, Zaher Mundher. 2021. Intelligent data analytics for decision-support systems in hazard mitigation: theory and practice of hazard mitigation. Singapore. Springer.
Modelling hydrological processes and identifying soil erosion sources in a tropical catchment of the Great Barrier Reef using SWAT
Rafiei, Vahid, Ghahramani, Afshin, An-Vo, Duc-Anh and Mushtaq, Shahbaz. 2020. "Modelling hydrological processes and identifying soil erosion sources in a tropical catchment of the Great Barrier Reef using SWAT." Water: an open access journal. 12 (8), pp. 2179-2206. https://doi.org/10.3390/w12082179
Insights into the value of seasonal climate forecasts to agriculture
Darbyshire, Rebecca, Crean, Jason, Cashen, Michael, Anwar, Muhuddin Rajin, Broadfoot, Kim, Simpson, Marja, Cobon, David, Pudmenzky, Christa, Kouadio, Louis and Kodur, Shreevatsa. 2020. "Insights into the value of seasonal climate forecasts to agriculture." The Australian Journal of Agricultural and Resource Economics. 64 (4), pp. 1034-1058. https://doi.org/10.1111/1467-8489.12389
Near real-time significant wave height forecasting with hybridized multiple linear regression algorithms
Ali, Mumtaz, Prasad, Ramendra, Xiang, Yong and Deo, Ravinesh C.. 2020. "Near real-time significant wave height forecasting with hybridized multiple linear regression algorithms." Renewable and Sustainable Energy Reviews. 132. https://doi.org/10.1016/j.rser.2020.110003
Electrical Energy Demand Forecasting Model Development and Evaluation with Maximum Overlap Discrete Wavelet Transform-Online Sequential Extreme Learning Machines Algorithms
Al-Musaylh, Mohanad S., Deo, Ravinesh C. and Li, Yan. 2020. "Electrical Energy Demand Forecasting Model Development and Evaluation with Maximum Overlap Discrete Wavelet Transform-Online Sequential Extreme Learning Machines Algorithms." Energies. 13 (9). https://doi.org/10.3390/en13092307
Win-win: Improved irrigation management saves water and increases yield for robusta coffee farms in Vietnam
Byrareddy, Vivekananda, Kouadio, Louis, Kath, Jarrod, Mushtaq, Shahbaz, Rafiei, Vahid, Scobie, Michael and Stone, Roger. 2020. "Win-win: Improved irrigation management saves water and increases yield for robusta coffee farms in Vietnam." Agricultural Water Management. 241, pp. 1-12. https://doi.org/10.1016/j.agwat.2020.106350
Near real-time global solar radiation forecasting at multiple time-step horizons using the long short-term memory network
Huynh, Anh Ngoc‐Lan, Deo, Ravinesh C., An-Vo, Duc-Anh, Ali, Mumtaz, Raj, Nawin and Abdulla, Shahab. 2020. "Near real-time global solar radiation forecasting at multiple time-step horizons using the long short-term memory network." Energies. 13 (14). https://doi.org/10.3390/en13143517
Adaptive boost LS-SVM classification approach for time-series signal classification in epileptic seizure diagnosis applications
Al-Hadeethi, Hanan, Abdulla, Shahab, Diykh, Mohammed, Deo, Ravinesh C. and Green, Jonathan H.. 2020. "Adaptive boost LS-SVM classification approach for time-series signal classification in epileptic seizure diagnosis applications." Expert Systems with Applications. 161. https://doi.org/10.1016/j.eswa.2020.113676
Random forest predictive model development with uncertainty analysis capability for the estimation of evapotranspiration in an arid oasis region
Wu, Min, Feng, Qi, Wen, Xiaohu, Deo, Ravinesh C., Yin, Zhenliang, Yang, Linshan and Sheng, Danrui. 2020. "Random forest predictive model development with uncertainty analysis capability for the estimation of evapotranspiration in an arid oasis region." Hydrology Research: an international journal. 51 (4), pp. 648-665. https://doi.org/10.2166/nh.2020.012
Stormwater runoff and pollution retention performances of permeable pavements and the effects of structural factors
Liu, Wen, Feng, Qi, Chen, Weiping and Deo, Ravinesh C.. 2020. "Stormwater runoff and pollution retention performances of permeable pavements and the effects of structural factors." Environmental Science and Pollution Research. 27 (24), pp. 30831-30843. https://doi.org/10.1007/s11356-020-09220-2
Spatial mapping of short-term solar radiation prediction incorporating geostationary satellite images coupled with deep convolutional LSTM networks for South Korea
Yeom, Jong-Min, Deo, Ravinesh C., Adamowski, Jan F., Park, Seonyoung and Lee, Chang-Suk. 2020. "Spatial mapping of short-term solar radiation prediction incorporating geostationary satellite images coupled with deep convolutional LSTM networks for South Korea." Environmental Research Letters. 15 (9), pp. 1-10. https://doi.org/10.1088/1748-9326/ab9467
Mathematical modelling of non-local spore dispersion of wind-borne pathogens causing fungal diseases
El Jarroudi, Mustapha, Karjoun, Hasan, Kouadio, Louis and El Jarroudi, Moussa. 2020. "Mathematical modelling of non-local spore dispersion of wind-borne pathogens causing fungal diseases." Applied Mathematics and Computation. 376. https://doi.org/10.1016/j.amc.2020.125107
Weather-based predictive modeling of wheat stripe rust infection in Morocco
El Jarroudi, Moussa, Lahlali, Rachid, Kouadio, Louis, Denis, Antoine, Belleflamme, Alexandre, El Jarroudi, Mustapha, Boulif, Mohammed, Mahyou, Hamid and Tychon, Bernard. 2020. "Weather-based predictive modeling of wheat stripe rust infection in Morocco." Agronomy. 10 (2). https://doi.org/10.3390/agronomy10020280
Not so robust: robusta coffee production is highly sensitive to temperature
Kath, Jarrod, Byrareddy, Vivekananda M., Craparo, Alessandro, Nguyen-Huy, Thong, Mushtaq, Shahbaz, Cao, Loc and Bossolasco, Laurent. 2020. "Not so robust: robusta coffee production is highly sensitive to temperature." Global Change Biology. 26 (6), pp. 3677-3688. https://doi.org/10.1111/gcb.15097
Integrative stochastic model standardization with genetic algorithm for rainfall pattern forecasting in tropical and semi-arid environments
Salih, Sinan Q., Sharafati, Ahmad, Ebtehaj, Isa, Sanikhani, Hadi, Siddique, Ridwan, Deo, Ravinesh C., Bonakdari, Hossein, Shahid, Shamsuddin and Yaseen, Zaher Mundher. 2020. "Integrative stochastic model standardization with genetic algorithm for rainfall pattern forecasting in tropical and semi-arid environments." Hydrological Sciences Journal. 65 (7), pp. 1145-1157. https://doi.org/10.1080/02626667.2020.1734813
Defining flood risk management strategies: a systems approach
Mai, Thanh, Mushtaq, Shahbaz, Reardon-Smith, Kate, Webb, Paul, Stone, Roger, Kath, Jarrod and An-Vo, Duc-Anh. 2020. "Defining flood risk management strategies: a systems approach." International Journal of Disaster Risk Reduction. 47. https://doi.org/10.1016/j.ijdrr.2020.101550
Creating positive synergies between risk management and transfer to accelerate food system climate resilience
Mushtaq, Shahbaz, Kath, Jarrod, Stone, Roger, Henry, Ross, Laderach, Peter, Reardon-Smith, Kathryn, Cobon, David, Marcussen, Torben, Cliffe, Neil, Kristiansen, Paul and Pischke, Frederik. 2020. "Creating positive synergies between risk management and transfer to accelerate food system climate resilience." Climatic Change: an interdisciplinary, international journal devoted to the description, causes and implications of climatic change. 161 (3), pp. 465-478. https://doi.org/10.1007/s10584-020-02679-5
Hybridized neural fuzzy ensembles for dust source modeling and prediction
Rahmati, Omid, Panahi, Mahdi, Ghiasi, Seid Saeid, Deo, Ravinesh C., Tiefenbacher, John P., Pradhan, Biswajeet, Jahani, Ali, Goshtasb, Hamid, Kornejady, Aiding, Shahabi, Himan, Shirzadi, Ataollah, Khosravi, Hassan, Moghaddam, Davoud Davoudi, Mohtashamian, Maryamsadat and Bui, Dieu Tien. 2020. "Hybridized neural fuzzy ensembles for dust source modeling and prediction." Atmospheric Environment. 224, pp. 1-11. https://doi.org/10.1016/j.atmosenv.2020.117320
Global solar radiation estimation and climatic variability analysis using extreme learning machine based predictive model
Tao, Hai, Sharafati, Ahmad, Mohammed, Achite, Salih, Sinan Q., Deo, Ravinesh C., Al-Ansari, Nadhir and Yaseen, Zaher Mundher. 2020. "Global solar radiation estimation and climatic variability analysis using extreme learning machine based predictive model." IEEE Access. 8, pp. 12026-12042. https://doi.org/10.1109/ACCESS.2020.2965303
Development and evaluation of the cascade correlation neural network and the random forest models for river stage and river flow prediction in Australia
Ghorbani, Mohammad Ali, Deo, Ravinesh C., Kim, Sungwon, Kashani, Mahasa Hasanpour, Karimi, Vahid and Izadkhah, Maryam. 2020. "Development and evaluation of the cascade correlation neural network and the random forest models for river stage and river flow prediction in Australia." Soft Computing. 24, pp. 12079-12090. https://doi.org/10.1007/s00500-019-04648-2
Causality of climate, food production and conflict over the last two millennia in the Hexi Corridor, China
Yang, Linshan, Feng, Qi, Adamowski, Jan F., Deo, Ravinesh C., Yin, Zhenlaing, Wen, Xiaohu, Tang, Xia and Wu, Min. 2020. "Causality of climate, food production and conflict over the last two millennia in the Hexi Corridor, China." Science of the Total Environment. 713, pp. 1-11. https://doi.org/10.1016/j.scitotenv.2020.136587
Mixing characteristics of a film-exciting flapping jet
Wu, M., Xu, M., Mi, J. and Deo, R. C.. 2020. "Mixing characteristics of a film-exciting flapping jet." International Journal of Heat and Fluid Flow. 82, pp. 1-9. https://doi.org/10.1016/j.ijheatfluidflow.2019.108532
Enhanced deep learning algorithm development to detect pain intensity from facial expression images
Bargshady, Ghazal, Zhou, Xujuan, Deo, Ravinesh C., Soar, Jeffery, Whittaker, Frank and Wang, Hua. 2020. "Enhanced deep learning algorithm development to detect pain intensity from facial expression images." Expert Systems with Applications. 149, pp. 1-10. https://doi.org/10.1016/j.eswa.2020.113305
A general extensible learning approach for multi-disease recommendations in a telehealth environment
Lafta, Raid, Zhang, Ji, Tao, Xiaohui, Zhu, Xiaodong, Li, Hongzhou, Chang, Liang and Deo, Ravinesh. 2020. "A general extensible learning approach for multi-disease recommendations in a telehealth environment ." Pattern Recognition Letters. 132, pp. 106-114. https://doi.org/10.1016/j.patrec.2018.11.006
A hybrid air quality early-warning framework: an hourly forecasting model with online sequential extreme learning machines and empirical mode decomposition algorithms
Sharma, Ekta, Deo, Ravinesh C., Prasad, Ramendra and Parisi, Alfio V.. 2020. "A hybrid air quality early-warning framework: an hourly forecasting model with online sequential extreme learning machines and empirical mode decomposition algorithms." Science of the Total Environment. 709, pp. 1-23. https://doi.org/10.1016/j.scitotenv.2019.135934
Machine learning approaches for spatial modeling of agricultural droughts in the south-east region of Queensland Australia
Rahmati, Omid, Falah, Fatemeh, Dayal, Kavina Shaanu, Deo, Ravinesh C., Mohammadi, Farnoush, Biggs, Trent, Moghaddam, Davoud Davoudi, Naghibi, Seyed Amir and Bui, Dieu Tien. 2020. "Machine learning approaches for spatial modeling of agricultural droughts in the south-east region of Queensland Australia." Science of the Total Environment. 699 (134230). https://doi.org/10.1016/j.scitotenv.2019.134230
Integrating El Nino-Southern Oscillation information and spatial diversification to minimize risk and maximize profit for Australian grazing enterprises
Nguyen-Huy, Thong, Kath, Jarrod, Mushtaq, Shahbaz, Cobon, David, Stone, Gordon and Stone, Roger. 2020. "Integrating El Nino-Southern Oscillation information and spatial diversification to minimize risk and maximize profit for Australian grazing enterprises." Agronomy for Sustainable Development: sciences des productions vegetales et de l'environnement. 40, pp. 1-11. https://doi.org/10.1007/s13593-020-0605-z
Projected spatial patterns in precipitation and air temperature for China's northwest region derived from high‐resolution regional climate models
Yin, Zhenliang, Feng, Qi, Yang, Linshan, Deo, Ravinesh C., Adamowski, Jan F., Wen, Xiaohu, Jia, Bing and Si, Jianhua. 2020. "Projected spatial patterns in precipitation and air temperature for China's northwest region derived from high‐resolution regional climate models." International Journal of Climatology. 40 (8), pp. 3922-3941. https://doi.org/10.1002/joc.6435
The impact of climate change and variability on coffee production: a systematic review
Pham, Yen, Reardon-Smith, Kathryn, Mushtaq, Shahbaz and Cockfield, Geoff. 2019. "The impact of climate change and variability on coffee production: a systematic review." Climatic Change: an interdisciplinary, international journal devoted to the description, causes and implications of climatic change. 156 (4), pp. 609-630. https://doi.org/10.1007/s10584-019-02538-y
Exploring solar and wind energy resources in North Korea with COMS MI geostationary satellite data coupled with numerical weather prediction reanalysis variables
Yeom, Jong-Min, Deo, Ravinesh, Adamowski, Jan F., Chae, Taebyeong, Kim, Dong-Su, Han, Kyung-Soo and Kim, Do-Yong. 2020. "Exploring solar and wind energy resources in North Korea with COMS MI geostationary satellite data coupled with numerical weather prediction reanalysis variables." Renewable and Sustainable Energy Reviews. 119, pp. 1-14. https://doi.org/10.1016/j.rser.2019.109570
Capability and robustness of novel hybridized models used for drought hazard modeling in southeast Queensland, Australia
Rahmati, Omid, Panahi, Mahdi, Kalantari, Zahra, Soltani, Elinaz, Falah, Fatemeh, Dayal, Kavina S., Mohammadi, Farnoush, Deo, Ravinesh C., Tiefenbacher, John and Bui, Dieu Tien. 2020. "Capability and robustness of novel hybridized models used for drought hazard modeling in southeast Queensland, Australia." Science of the Total Environment. 718, pp. 1-17. https://doi.org/10.1016/j.scitotenv.2019.134656
Regional hydrology heterogeneity and the response to climate and land surface changes in arid alpine basin, northwest China
Yang, Linshan, Feng, Qi, Yin, Zhenliang, Deo, Ravinesh C., Wen, Xiaohu, Si, Jianhua and Liu, Wen. 2020. "Regional hydrology heterogeneity and the response to climate and land surface changes in arid alpine basin, northwest China." Catena. 187. https://doi.org/10.1016/j.catena.2019.104345
Towards an economic decision support system for amelioration of soil constraints in the Northern Grains Region
Ghahramani, Afshin, An-Vo, Duc-Anh, Rochecouste, John, Mushtaq, Shahbaz, Roberton, Stirling, Bennett, John McLean and Cockfield, Geoff. 2018. Towards an economic decision support system for amelioration of soil constraints in the Northern Grains Region. Toowoomba, Australia. University of Southern Queensland.
Estimating in-season actual evapotranspiration over a large-scale irrigation scheme in resource-limited conditions
Sawadogo, Estimating in-season actual evapotranspiration over a large-scale irrigation scheme in resource-limited conditions, Gundogdu, Kemal, Traore, Farid, Kouadio, Louis and Hessels, Tim. 2020. "Estimating in-season actual evapotranspiration over a large-scale irrigation scheme in resource-limited conditions." Proceedings of the Bulgarian Academy of Sciences. 73 (10), pp. 1473-1480. https://doi.org/10.7546/CRABS.2020.10.18
An ensemble tree-based machine learning model for predicting the uniaxial compressive strength of travertine rocks
Barzegar, Rahim, Sattarpour, Masoud, Deo, Ravinesh, Fijani, Elham and Adamowski, Jan. 2020. "An ensemble tree-based machine learning model for predicting the uniaxial compressive strength of travertine rocks." Neural Computing and Applications. 32 (13), pp. 9065-9080. https://doi.org/10.1007/s00521-019-04418-z
Modern artificial intelligence model development for undergraduate student performance prediction: an investigation on engineering mathematics courses
Deo, Ravinesh C., Yaseen, Zaher Mundher, Al-Ansari, Nadhir, Nguyen-Huy, Thong, Langlands, Trevor and Galligan, Linda. 2020. "Modern artificial intelligence model development for undergraduate student performance prediction: an investigation on engineering mathematics courses." IEEE Access. 8, pp. 136697-136724. https://doi.org/10.1109/ACCESS.2020.3010938
Correcting satellite precipitation data and assimilating satellite-derived soil moisture data to generate ensemble hydrological forecasts within the HBV rainfall-runoff model
Ciupak, Maurycy, Ozga-Zielinski, Bogdan, Adamowski, Jan, Deo, Ravinesh C and Kochanek, Krzysztof. 2019. "Correcting satellite precipitation data and assimilating satellite-derived soil moisture data to generate ensemble hydrological forecasts within the HBV rainfall-runoff model." Water: an open access journal. 11 (10), pp. 1-31. https://doi.org/10.3390/w11102138
Partitioning groundwater recharge sources in multiple aquifers system within a desert oasis environment: Implications for water resources management in endorheic basins
Guo, Xiaoyan, Feng, Qi, Si, Jianhua, Xi, Haiyang, Zhao, Yan and Deo, Ravinesh C.. 2019. "Partitioning groundwater recharge sources in multiple aquifers system within a desert oasis environment: Implications for water resources management in endorheic basins." Journal of Hydrology. 579, pp. 1-11. https://doi.org/10.1016/j.jhydrol.2019.124212
Spatial variability in regional scale drought index insurance viability across Australia’s wheat growing regions
Kath, Jarrod, Mushtaq, Shahbaz, Henry, Ross, Adeyinka, Adewuyi Ayodele, Stone, Roger, Marcussen, Torben and Kouadio, Louis. 2019. "Spatial variability in regional scale drought index insurance viability across Australia’s wheat growing regions." Climate Risk Management. 24, pp. 13-29. https://doi.org/10.1016/j.crm.2019.04.002
Hazards, food insecurity and human displacement in rural riverine Bangladesh: implications for policy
Alam, G. M. Monirul, Alam, Khorshed, Mushtaq, Shahbaz, Sarker, Md Nazirul Islam and Hossain, Moazzem. 2020. "Hazards, food insecurity and human displacement in rural riverine Bangladesh: implications for policy." International Journal of Disaster Risk Reduction. 43, pp. 1-8. https://doi.org/10.1016/j.ijdrr.2019.101364
Probabilistic seasonal rainfall forecasts using semiparametric d-vine copula-based quantile regression
Nguyen-Huy, Thong, Deo, Ravinesh C., Mushtaq, Shahbaz and Khan, Shahjahan. 2020. "Probabilistic seasonal rainfall forecasts using semiparametric d-vine copula-based quantile regression." Samui, Pijush, Bui, Dieu Tien, Chakraborty, Subrata and Deo, Ravinesh C. (ed.) Handbook of probabilistic models. Oxford, United Kingdom. Elsevier. pp. 203-227
Monthly rainfall forecasting with Markov Chain Monte Carlo simulations integrated with statistical bivariate copulas
Ali, Mumtaz, Deo, Ravinesh C., Downs, Nathan J. and Maraseni, Tek. 2020. "Monthly rainfall forecasting with Markov Chain Monte Carlo simulations integrated with statistical bivariate copulas." Samui, Pijush, Bui, Dieu Tien, Chakraborty, Subrata and Deo, Ravinesh C. (ed.) Handbook of probabilistic models. Oxford, United Kingdom. Elsevier. pp. 89-105
Development of copula statistical drought prediction model using the Standardized Precipitation-Evapotranspiration Index
Dayal, Kavina S., Deo, Ravinesh C. and Apan, Armando A.. 2020. "Development of copula statistical drought prediction model using the Standardized Precipitation-Evapotranspiration Index." Samui, Pijush, Bui, Dieu Tien, Chakraborty, Subrata and Deo, Ravinesh C. (ed.) Handbook of probabilistic models. Oxford, United Kingdom. Elsevier. pp. 141-178
Key risks for Australian macadamia growers and potential insurance options to manage financial losses
Mushtaq, Shahbaz, Kath, Jarrod, Marcussen, Torbin, Roberts, Julian, Wilkinson, Claire, Mehmet, Russell, Pilling, Debbie and Henry, Ross. 2019. Key risks for Australian macadamia growers and potential insurance options to manage financial losses. Toowoomba, Australia. University of Southern Queensland.
Soil organic carbon in semiarid alpine regions: the spatial distribution, stock estimation, and environmental controls
Zhu, Meng, Feng, Qi, Zhang, Mengxu, Liu, Wei, Deo, Ravinesh C., Zhang, Chengqi and Yang, Linshan. 2019. "Soil organic carbon in semiarid alpine regions: the spatial distribution, stock estimation, and environmental controls." Journal of Soils and Sediments: protection, risk assessment and remediation. 19 (10), pp. 3427-3441. https://doi.org/10.1007/s11368-019-02295-6
Controlling factors of plant community composition with respect to the slope aspect gradient in the Qilian Mountains
Qin, Yanyan, Adamowski, Jan F., Deo, Ravinesh C., Hu, Zeyong, Cao, Jianjun, Zhu, Meng and Feng, Qi. 2019. "Controlling factors of plant community composition with respect to the slope aspect gradient in the Qilian Mountains." Ecosphere. 10 (9), pp. 1-13. https://doi.org/10.1002/ecs2.2851
Grassland degradation on the Qinghai-Tibetan Plateau: reevaluation of causative factors
Cao, Jianjun, Adamowski, Jan F., Deo, Ravinesh C., Xu, Xueyun, Gong, Yifan and Feng, Qi. 2019. "Grassland degradation on the Qinghai-Tibetan Plateau: reevaluation of causative factors." Rangeland Ecology and Management. 72 (6), pp. 988-995. https://doi.org/10.1016/j.rama.2019.06.001
Fractal dimension undirected correlation graph-based support vector machine model for identification of focal and non-focal electroencephalography signals
Diykh, Mohammed, Abdulla, Shahab, Saleh, Khalid and Deo, Ravinesh C.. 2019. "Fractal dimension undirected correlation graph-based support vector machine model for identification of focal and non-focal electroencephalography signals." Biomedical Signal Processing and Control. 54, pp. 1-10. https://doi.org/10.1016/j.bspc.2019.101611
The impacts of substrate and vegetation on stormwater runoff quality from extensive green roofs
Liu, Wen, Wei, Wei, Chen, Weiping, Deo, Ravinesh C., Si, Jianhua, Xi, Haiyang, Li, Baofeng and Feng, Qi. 2019. "The impacts of substrate and vegetation on stormwater runoff quality from extensive green roofs." Journal of Hydrology. 576, pp. 575-582. https://doi.org/10.1016/j.jhydrol.2019.06.061
Application of multivariate recursive nesting bias correction, multiscale wavelet entropy and AI-based models to improve future precipitation projection in upstream of the Heihe River, Northwest China
Yang, Linshan, Feng, Qi, Yin, Zhenliang, Wen, Xiaohu, Deo, Ravinesh C., Si, Jianhua and Li, Changbin. 2019. "Application of multivariate recursive nesting bias correction, multiscale wavelet entropy and AI-based models to improve future precipitation projection in upstream of the Heihe River, Northwest China." Theoretical and Applied Climatology. 137 (1-2), pp. 323-339. https://doi.org/10.1007/s00704-018-2598-y
Wavelet-based 3-phase hybrid SVR model trained with satellite-derived predictors, particle swarm optimization and maximum overlap discrete wavelet transform for solar radiation prediction
Ghimire, Sujan, Deo, Ravinesh C., Raj, Nawin and Mi, Jianchun. 2019. "Wavelet-based 3-phase hybrid SVR model trained with satellite-derived predictors, particle swarm optimization and maximum overlap discrete wavelet transform for solar radiation prediction." Renewable and Sustainable Energy Reviews. 113, pp. 1-19. https://doi.org/10.1016/j.rser.2019.109247
Deep solar radiation forecasting with convolutional neural network and long short-term memory network algorithms
Ghimire, Sujan, Deo, Ravinesh C., Raj, Nawin and Mi, Jianchun. 2019. "Deep solar radiation forecasting with convolutional neural network and long short-term memory network algorithms." Applied Energy. 253, pp. 1-20. https://doi.org/10.1016/j.apenergy.2019.113541
Sleep EEG signal analysis based on correlation graph similarity coupled with an ensemble extreme machine learning algorithm
Abdulla, Shahab, Diykh, Mohammed, Lafta, Raid Luaibi, Saleh, Khalid and Deo, Ravinesh C.. 2019. "Sleep EEG signal analysis based on correlation graph similarity coupled with an ensemble extreme machine learning algorithm." Expert Systems with Applications. 138, pp. 1-15. https://doi.org/10.1016/j.eswa.2019.07.007
Value of seasonal climate forecasts in reducing economic losses for grazing enterprises: Charters Towers case study
An-Vo, Duc-Anh, Reardon-Smith, Kate, Mushtaq, Shahbaz, Cobon, David, Kodur, Shreevatsa and Stone, Roger. 2019. "Value of seasonal climate forecasts in reducing economic losses for grazing enterprises: Charters Towers case study." The Rangeland Journal. 41 (3), pp. 165-175. https://doi.org/10.1071/RJ18004
Building and Delivering Real-World, Integrated Sustainability Solutions: Insights, Methods and Case-Study Applications
Newlands, Nathaniel K., Porcelli, Tracy A., Potgieter, Andries B., Kouadio, Louis, Huete, Alfredo and Guo, Wei. 2019. "Building and Delivering Real-World, Integrated Sustainability Solutions: Insights, Methods and Case-Study Applications." Frontiers in Environmental Science. 7, pp. 1-3. https://doi.org/10.3389/fenvs.2019.00071
Sustainable production of Robusta coffee under a changing climate: a 10-year monitoring of fertilizer management in coffee farms in Vietnam and Indonesia
Byrareddy, Vivekananda, Kouadio, Louis, Mushtaq, Shahbaz and Stone, Roger. 2019. "Sustainable production of Robusta coffee under a changing climate: a 10-year monitoring of fertilizer management in coffee farms in Vietnam and Indonesia." Agronomy. 9, pp. 1-19. https://doi.org/10.3390/agronomy9090499
Short-term electricity demand forecasting using machine learning methods enriched with ground-based climate and ECMWF Reanalysis atmospheric predictors in southeast Queensland, Australia
Al-Musaylh, Mohanad S., Deo, Ravinesh C., Adamowski, Jan F. and Li, Yan. 2019. "Short-term electricity demand forecasting using machine learning methods enriched with ground-based climate and ECMWF Reanalysis atmospheric predictors in southeast Queensland, Australia." Renewable and Sustainable Energy Reviews. 113. https://doi.org/10.1016/j.rser.2019.109293
Evaluating the shifts in rainfall and pasture-growth variabilities across the pastoral zone of Australia during 1910–2010
Cobon, David, Kouadio, Louis, Mushtaq, Shahbaz, Jarvis, Chelsea, Carter, John, Stone, Grant and Davis, Peter. 2019. "Evaluating the shifts in rainfall and pasture-growth variabilities across the pastoral zone of Australia during 1910–2010." Crop and Pasture Science. 70 (7), pp. 634-647. https://doi.org/10.1071/CP18482
Designing a new data intelligence model for global solar radiation prediction: application of multivariate modeling scheme
Tao, Hai, Ebtehaj, Isa, Bonakdari, Hossein, Heddam, Salim, Voyant, Cyril, Al-Ansari, Nadhir, Deo, Ravinesh and Yaseen, Zaheer Mundher. 2019. "Designing a new data intelligence model for global solar radiation prediction: application of multivariate modeling scheme." Energies. 12 (7), pp. 1-24. https://doi.org/10.3390/en12071365
Using Multi-Temporal Landsat Images and Support Vector Machine to Assess the Changes in Agricultural Irrigated Areas in the Mogtedo Region, Burkina Faso
Traore, Farid, Bonkoungou, Joachim, Compaore, Jerome, Kouadio, Louis, Wellens, Joost, Hallot, Eric and Tychon, Bernard. 2019. "Using Multi-Temporal Landsat Images and Support Vector Machine to Assess the Changes in Agricultural Irrigated Areas in the Mogtedo Region, Burkina Faso." Remote Sensing. 11 (12), pp. 1-18. https://doi.org/10.3390/rs11121442
Incorporating synoptic-scale climate signals for streamflow modelling over the Mediterranean region using machine learning models
Kisi, Ozgur, Choubin, Bahram, Deo, Ravinesh C. and Yaseen, Zaheer Mundher. 2019. "Incorporating synoptic-scale climate signals for streamflow modelling over the Mediterranean region using machine learning models." Hydrological Sciences Journal. 64 (10), pp. 1240-1252. https://doi.org/10.1080/02626667.2019.1632460
Improving SPI-derived drought forecasts incorporating synoptic-scale climate indices in multi-phase multivariate empirical mode decomposition model hybridized with simulated annealing and kernel ridge regression algorithms
Ali, Mumtaz, Deo, Ravinesh C., Maraseni, Tek and Downs, Nathan J.. 2019. "Improving SPI-derived drought forecasts incorporating synoptic-scale climate indices in multi-phase multivariate empirical mode decomposition model hybridized with simulated annealing and kernel ridge regression algorithms." Journal of Hydrology. 576, pp. 164-184. https://doi.org/10.1016/j.jhydrol.2019.06.032
Deep Learning Neural Networks Trained with MODIS Satellite-Derived Predictors for Long-Term Global Solar Radiation Prediction
Ghimire, Sujan, Deo, Ravinesh C., Raj, Nawin and Mi, Jianchun. 2019. "Deep Learning Neural Networks Trained with MODIS Satellite-Derived Predictors for Long-Term Global Solar Radiation Prediction." Energies. 12 (12), pp. 1-42. https://doi.org/10.3390/en12122407
Situations, challenges and strategies of urban water management in Beijing under rapid urbanization effect
Liu, Wen, Chen, Weiping, Feng, Qi and Deo, Ravinesh C.. 2019. "Situations, challenges and strategies of urban water management in Beijing under rapid urbanization effect." Water Science and Technology: Water Supply. 19 (1), pp. 115-127. https://doi.org/10.2166/ws.2018.057
Suitable exclosure duration for the restoration of degraded alpine grasslands on the Qinghai-Tibetan Plateau
Cao, Jianjun, Li, Guangdong, Adamowski, Jan F., Holden, Nicolas M., Deo, Ravinesh C., Hu, Zeyong, Zhu, Guofeng, Xu, Xueyun and Feng, Qi. 2019. "Suitable exclosure duration for the restoration of degraded alpine grasslands on the Qinghai-Tibetan Plateau." Land Use Policy: the international journal covering all aspects of land use. 86, pp. 261-267. https://doi.org/10.1016/j.landusepol.2019.05.008
Environmental and economic impacts and trade-offs from simultaneous management of soil constraints, nitrogen and water
Kodur, Shreevatsa, Shrestha, Uttam Babu, Maraseni, Tek Narayan and Deo, Ravinesh C.. 2019. "Environmental and economic impacts and trade-offs from simultaneous management of soil constraints, nitrogen and water." Journal of Cleaner Production. 222, pp. 960-970. https://doi.org/10.1016/j.jclepro.2019.03.079
Land subsidence modelling using tree-based machine learning algorithms
Rahmati, Omid, Falah, Fatemeh, Naghibi, Seyed Amir, Biggs, Trent, Soltani, Milad, Deo, Ravinesh C., Cerda, Artemi, Mohammadi, Farnoush and Bui, Dieu Tien. 2019. "Land subsidence modelling using tree-based machine learning algorithms." Science of the Total Environment. 672, pp. 239-252. https://doi.org/10.1016/j.scitotenv.2019.03.496
Weekly soil moisture forecasting with multivariate sequential, ensemble empirical mode decomposition and Boruta-random forest hybridizer algorithm approach
Prasad, Ramendra, Deo, Ravinesh C., Li, Yan and Maraseni, Tek. 2019. "Weekly soil moisture forecasting with multivariate sequential, ensemble empirical mode decomposition and Boruta-random forest hybridizer algorithm approach." Catena. 177, pp. 149-166. https://doi.org/10.1016/j.catena.2019.02.012
Copula statistical models for analyzing stochastic dependencies of systemic drought risk and potential adaptation strategies
Nguyen-Huy, Thong, Deo, Ravinesh C., Mushtaq, Shahbaz, Kath, Jarrod and Khan, Shahjahan. 2019. "Copula statistical models for analyzing stochastic dependencies of systemic drought risk and potential adaptation strategies." Stochastic Environmental Research and Risk Assessment. 33 (3), pp. 779-799. https://doi.org/10.1007/s00477-019-01662-6
Effects of stand age on carbon storage in dragon spruce forest ecosystems in the upper reaches of the Bailongjiang River basin, China
Cao, Jianjun, Gong, Yifan, Adamowski, Jan F., Deo, Ravinesh C., Zhu, Guofeng, Dong, Xiaogang, Zhang, Xiaofang, Liu, Haibo and Xin, Cunlin. 2019. "Effects of stand age on carbon storage in dragon spruce forest ecosystems in the upper reaches of the Bailongjiang River basin, China." Scientific Reports. 9 (1), pp. 1-11. https://doi.org/10.1038/s41598-019-39626-z
Diverse drivers of unsustainable groundwater extraction behaviour operate in an unregulated water scarce region
Khair, Syed Muhammad, Mushtaq, Shabaz, Reardon-Smith, Kate and Ostini, Jenny. 2019. "Diverse drivers of unsustainable groundwater extraction behaviour operate in an unregulated water scarce region." Journal of Environmental Management. 236, pp. 340-350. https://doi.org/10.1016/j.jenvman.2018.12.077
The role of topography in shaping the spatial patterns of soil organic carbon
Zhu, Meng, Feng, Qi, Qin, Yanyan, Cao, Jiajun, Zhang, Mengxu, Liu, Wei, Deo, Ravinesh C., Zhang, Chengqi, Li, Ruolin and Li, Baofeng. 2019. "The role of topography in shaping the spatial patterns of soil organic carbon." Catena. 176, pp. 296-305. https://doi.org/10.1016/j.catena.2019.01.029
PMT: new analytical framework for automated evaluation of geo-environmental modelling approaches
Rahmati, Omid, Kornejady, Aiding, Samadi, Mahmood, Deo, Ravinesh C., Conoscenti, Christian, Lombardo, Luigi, Dayal, Kavina, Taghizadeh-Mehrjardi, Ruhollah, Pourghasemi, Hamid Reza, Kumar, Sandeep and Bui, Dieu Tien. 2019. "PMT: new analytical framework for automated evaluation of geo-environmental modelling approaches." Science of the Total Environment. 664, pp. 296-311. https://doi.org/10.1016/j.scitotenv.2019.02.017
Universally deployable extreme learning machines integrated with remotely sensed MODIS satellite predictors over Australia to forecast global solar radiation: a new approach
Deo, Ravinesh C., Sahin, Mehmet, Adamowski, Jan F. and Mi, Jianchun. 2019. "Universally deployable extreme learning machines integrated with remotely sensed MODIS satellite predictors over Australia to forecast global solar radiation: a new approach." Renewable and Sustainable Energy Reviews. 104, pp. 235-261. https://doi.org/10.1016/j.rser.2019.01.009
Value of seasonal forecasting for sugarcane farm irrigation planning
An-Vo, Duc-Anh, Mushtaq, Shahbaz, Reardon-Smith, Kathryn, Kouadio, Louis, Attard, Steve, Cobon, David and Stone, Roger. 2019. "Value of seasonal forecasting for sugarcane farm irrigation planning." European Journal of Agronomy. 104, pp. 37-48. https://doi.org/10.1016/j.eja.2019.01.005
Two-phase extreme learning machines integrated with the complete ensemble empirical mode decomposition with adaptive noise algorithm for multi-scale runoff prediction problems
Wen, Xiaohu, Feng, Qi, Deo, Ravinesh C., Wu, Min, Yin, Zhenliang, Yang, Linshan and Singh, Vijay P.. 2019. "Two-phase extreme learning machines integrated with the complete ensemble empirical mode decomposition with adaptive noise algorithm for multi-scale runoff prediction problems." Journal of Hydrology. 570, pp. 167-184. https://doi.org/10.1016/j.jhydrol.2018.12.060
New approach for sediment yield forecasting with a two-phase feed forward neuron network-particle swarm optimization model integrated with the gravitational search algorithm
Meshram, Sarita Gajbhiye, Ghorbani, M. A., Deo, Ravinesh C., Kashani, Mahsa Hasanpour, Meshram, Chandrashekhar and Karimi, Vahid. 2019. "New approach for sediment yield forecasting with a two-phase feed forward neuron network-particle swarm optimization model integrated with the gravitational search algorithm." Water Resources Management. 33 (7), pp. 2335-2356. https://doi.org/10.1007/s11269-019-02265-0
Long-term modelling of wind speeds using six different heuristic artificial intelligence approaches
Maroufpoor, Saman, Sanikhani, Hadi, Kisi, Ozgur, Deo, Ravinesh C. and Yaseen, Zaher Mundher. 2019. "Long-term modelling of wind speeds using six different heuristic artificial intelligence approaches." International Journal of Climatology. 39 (8), pp. 3543-3557. https://doi.org/10.1002/joc.6037
Development and evaluation of hybrid artificial neural network architectures for modeling spatio-temporal groundwater fluctuations in a complex aquifer system
Roshni, Thendiyath, Jha, Madan K., Deo, Ravinesh C. and Vandana, A.. 2019. "Development and evaluation of hybrid artificial neural network architectures for modeling spatio-temporal groundwater fluctuations in a complex aquifer system." Water Resources Management. 33 (7), pp. 2381-2397. https://doi.org/10.1007/s11269-019-02253-4
An enhanced extreme learning machine model for river flow forecasting: state-of-the-art, practical applications in water resource engineering area and future research direction
Yaseen, Zaher Mundher, Sulaiman, Sadeq Oleiwi, Deo, Ravinesh C. and Chau, Kwok-Wing. 2019. "An enhanced extreme learning machine model for river flow forecasting: state-of-the-art, practical applications in water resource engineering area and future research direction." Journal of Hydrology. 569, pp. 387-408. https://doi.org/10.1016/j.jhydrol.2018.11.069
The influence of structural factors on stormwater runoff retention of extensive green roofs: new evidence from scale-based models and real experiments
Liu, Wen, Feng, Qi, Chen, Weiping, Wei, Wei and Deo, Ravinesh C.. 2019. "The influence of structural factors on stormwater runoff retention of extensive green roofs: new evidence from scale-based models and real experiments." Journal of Hydrology. 569, pp. 230-238. https://doi.org/10.1016/j.jhydrol.2018.11.066
Direct and indirect impacts of ionic components of saline water on irrigated soil chemical and microbial processes
Chen, Lijuan, Li, Changsheng, Feng, Qi, Wei, Yongping, Zhao, Yan, Zhu, Meng and Deo, Ravinesh C.. 2019. "Direct and indirect impacts of ionic components of saline water on irrigated soil chemical and microbial processes." Catena. 172, pp. 581-589. https://doi.org/10.1016/j.catena.2018.09.030
Developing products for use in drought monitoring: improved crop yield and production forecasts (multi-crop models approach)
Kouadio, Louis, Marcussen, Torben and McRae, David. 2017. Developing products for use in drought monitoring: improved crop yield and production forecasts (multi-crop models approach). Toowoomba, Australia. University of Southern Queensland.
Crop production modelling under climate change and regional adaptation
Kouadio, Louis, Mushtaq, Shahbaz, Marcussen, Torben and Cockfield, Geoff. 2017. Crop production modelling under climate change and regional adaptation. Toowoomba, Australia. University of Southern Queensland.
Global solar radiation prediction by ANN integrated with European Centre for medium range weather forecast fields in solar rich cities of Queensland Australia
Ghimire, Sujan, Deo, Ravinesh C., Downs, Nathan J. and Raj, Nawin. 2019. "Global solar radiation prediction by ANN integrated with European Centre for medium range weather forecast fields in solar rich cities of Queensland Australia." Journal of Cleaner Production. 216, pp. 288-310. https://doi.org/10.1016/j.jclepro.2019.01.158
A systems thinking approach to water trade: finding leverage for sustainable development
Mai, Thanh, Mushtaq, Shahbaz, Loch, Adam, Reardon-Smith, K. and An-Vo, Duc-Anh. 2019. "A systems thinking approach to water trade: finding leverage for sustainable development." Land Use Policy: the international journal covering all aspects of land use. 82, pp. 595-608. https://doi.org/10.1016/j.landusepol.2019.01.004
Valuing seasonal climate forecasts in Australian agriculture: northern grains case study
Darbyshire, R., Crean, J., Kouadio, L., Cashen, M., Anwar, M. and Cobon, D.. 2018. Valuing seasonal climate forecasts in Australian agriculture: northern grains case study. Nnew South Wales, Australia. NSW Department of Primary Industries.
Future projection with an extreme-learning machine and support vector regression of reference evapotranspiration in a mountainous inland watershed in north-west China
Yin, Zhenliang, Feng, Qi, Yang, Linshan, Deo, Ravinesh C., Wen, Xiaohu, Si, Jianhua and Xiao, Shengchun. 2017. "Future projection with an extreme-learning machine and support vector regression of reference evapotranspiration in a mountainous inland watershed in north-west China." Water: an open access journal. 9 (11), pp. 880-902. https://doi.org/10.3390/w9110880
The spatial and temporal contribution of glacier runoff to watershed discharge in the Yarkant River Basin, Northwest China
Yin, Zhenliang, Feng, Qi, Liu, Shiyin, Zhou, Songbing, Li, Jing, Yang, Linshan and Deo, Ravinesh C.. 2017. "The spatial and temporal contribution of glacier runoff to watershed discharge in the Yarkant River Basin, Northwest China." Water: an open access journal. 9 (3), pp. 159-178. https://doi.org/10.3390/w9030159
An investigation of farm-scale adaptation options for cotton production in the face of future climate change and water allocation policies in southern Queensland, Australia
Williams, Allyson, Mushtaq, Shahbaz, Kouadio, Louis, Power, Brendan, Marcussen, Torben, McRae, David and Cockfield, Geoff. 2018. "An investigation of farm-scale adaptation options for cotton production in the face of future climate change and water allocation policies in southern Queensland, Australia." Agricultural Water Management. 196, pp. 124-132. https://doi.org/10.1016/j.agwat.2017.10.026
History of drought management in Australia
Reardon-Smith, Kathryn, Williams, Allyson, Mushtaq, Shahbaz, Cobon, David, McRae, David and Kouadio, Louis. 2017. "History of drought management in Australia." Eslamien, Saied and Eslamien, Faezeh (ed.) Handbook of Drought and Water Scarcity: Management of Drought and Water Scarcity. United States. CRC Press. pp. 423-448
Influence of socio-demographic factors on mobile phone adoption in rural Bangladesh: policy implications
Alam, G. M. Monirul, Alam, Khorshed, Mushtaq, Shahbaz, Khatun, Most Nilufa and Mamun, M. S. Arifeen Khan. 2019. "Influence of socio-demographic factors on mobile phone adoption in rural Bangladesh: policy implications." Information Development: the international journal for librarians, archivists and information specialists. 35 (5), pp. 739-748. https://doi.org/10.1177/0266666918792040
Particle swarm optimized–support vector regression hybrid model for daily horizon electricity demand forecasting using climate dataset
Al-Musaylh, Mohanad S., Deo, Ravinesh C. and Li, Yan. 2018. "Particle swarm optimized–support vector regression hybrid model for daily horizon electricity demand forecasting using climate dataset." Huang, Q. and Kolhe, M. (ed.) 3rd International Conference on Power and Renewable Energy (ICPRE 2018). Berlin, Germany 21 - 24 Sep 2018 Germany. https://doi.org/10.1051/e3sconf/20186408001
Tropical cyclone insurance for Queensland agriculture
Mushtaq, Shahbaz, Kath, Jarrod, Stone, Roger, Marcussen, Torben, Roberts, Julian, Wilkinson, Claire, Mehmet, Russell and Henry, Ross. 2018. Tropical cyclone insurance for Queensland agriculture. University of Southern Queensland. University of Southern Queensland.
Drought climate adaptation program: producing enhanced agricultural crop insurance systems: summary report
Mushtaq, Shabaz, Marcussen, Torben, Kath, Jarrod, Reardon-Smith, Kathryn, Kouadio, Louis, Krishnamurti, Chandrasekhar, Stone, Roger, Roberts, Julian, Mehmet, Russell, Pilling, Debbie and Henry, Ross. 2018. Drought climate adaptation program: producing enhanced agricultural crop insurance systems: summary report. University of Southern Queensland.
Drought climate adaptation program: producing enhanced agricultural crop insurance systems: final report
Mushtaq, Shahbaz, Marcussen, Torben, Kath, Jarrod, Reardon-Smith, Kathryn, Kouadio, Louis, Krishnamurti, Chandrasekhar, Stone, Roger, Roberts, Julian, Mehmet, Russell, Pilling, Debbie and Henry, Ross. 2017. Drought climate adaptation program: producing enhanced agricultural crop insurance systems: final report. University of Southern Queensland.
Effects of topography on soil organic carbon stocks in grasslands of a semiarid alpine region, northwestern China
Zhu, Meng, Feng, Qi, Zhang, Mengxu, Liu, Wei, Qin, Yanyan, Deo, Ravinesh C. and Zhang, Chengqi. 2019. "Effects of topography on soil organic carbon stocks in grasslands of a semiarid alpine region, northwestern China." Journal of Soils and Sediments: protection, risk assessment and remediation. 19 (4), pp. 1640-1650. https://doi.org/10.1007/s11368-018-2203-0
A joint deep neural network model for pain recognition from face
Bargshady, Ghazal, Soar, Jeffrey, Zhou, Xujuan, Deo, Ravinesh, Whittaker, Frank and Wang, Hua. 2019. "A joint deep neural network model for pain recognition from face." 4th IEEE International Conference on Computer and Communication Systems (ICCCS 2019). Singapore 23 - 25 Feb 2019 Singapore. pp. 52-56 https://doi.org/10.1109/CCOMS.2019.8821779
Effects of Afforestation on Soil Bulk Density and pH in the Loess Plateau, China
Zhang, Xiaofang, Adamowski, Jan F., Deo, Ravinesh C., Xu, Xueyun, Zhu, Guofeng and Cao, Jianjun. 2018. "Effects of Afforestation on Soil Bulk Density and pH in the Loess Plateau, China." Water: an open access journal. 10 (12), pp. 1-15. https://doi.org/10.3390/w10121710
Assessment of soil salinisation in the Ejina Oasis located in the lower reaches of Heihe River, Northwestern China
Zhao, Yu, Feng, Qi, Lu, Aigang and Deo, Ravinesh C.. 2019. "Assessment of soil salinisation in the Ejina Oasis located in the lower reaches of Heihe River, Northwestern China." Chemistry and Ecology. 35 (4), pp. 330-343. https://doi.org/10.1080/02757540.2018.1554060
Design and implementation of a hybrid MLP-GSA model with multilayer perceptron-gravitational search algorithm for monthly lake water level forecasting
Ghorbani, Mohammad Ali, Deo, Ravinesh C., Karimi, Vahid, Kashani, Mahsa H. and Ghorbani, Shahryar. 2018. "Design and implementation of a hybrid MLP-GSA model with multilayer perceptron-gravitational search algorithm for monthly lake water level forecasting." Stochastic Environmental Research and Risk Assessment. 33 (1), pp. 125-147. https://doi.org/10.1007/s00477-018-1630-1
Monitoring paddy productivity in North Korea employing geostationary satellite images integrated with GRAMI-rice model
Yeom, Jong-min, Jeong, Seungtaek, Jeong, Gwanyong, Ng, Chi Tim, Deo, Ravinesh C. and Ko, Jonghan. 2018. "Monitoring paddy productivity in North Korea employing geostationary satellite images integrated with GRAMI-rice model." Scientific Reports. 8, pp. 1-15. https://doi.org/10.1038/s41598-018-34550-0
Index insurance benefits agricultural producers exposed to excessive rainfall risk
Kath, Jarrod, Mushtaq, Shahbaz, Henry, Ross, Adeyinka, Adewuyi and Stone, Roger. 2018. "Index insurance benefits agricultural producers exposed to excessive rainfall risk." Weather and Climate Extremes. 22, pp. 1-9. https://doi.org/10.1016/j.wace.2018.10.003
Artificial intelligence-based fast and efficient hybrid approach for spatial modelling of soil electrical conductivity
Ghorbani, Mohammad Ali, Deo, Ravinesh C., Kashani, Mahsa H., Shahabi, Mahmoud and Ghorbani, Shahryar. 2019. "Artificial intelligence-based fast and efficient hybrid approach for spatial modelling of soil electrical conductivity." Soil and Tillage Research. 186, pp. 152-164. https://doi.org/10.1016/j.still.2018.09.012
Quantifying flood events in Bangladesh with a daily-step flood monitoring index based on the concept of daily effective precipitation
Deo, Ravinesh C., Adamowski, Jan F., Begum, Khaleda, Salcedo-sanz, Sancho, Kim, Do-Woo, Dayal, Kavina S. and Byun, Hi-Ryong. 2019. "Quantifying flood events in Bangladesh with a daily-step flood monitoring index based on the concept of daily effective precipitation." Theoretical and Applied Climatology. 137, pp. 1201-1215. https://doi.org/10.1007/s00704-018-2657-4
Shear strength prediction of steel fiber reinforced concrete beam using hybrid intelligence models: a new approach
Yaseen, Zaheer Munder, Tran, Minh Tung, Kim, Sungwon, Bakhshpoori, Taha and Deo, Ravinesh C.. 2018. "Shear strength prediction of steel fiber reinforced concrete beam using hybrid intelligence models: a new approach." Engineering Structures. 177, pp. 244-255. https://doi.org/10.1016/j.engstruct.2018.09.074
Adaptive Neuro-Fuzzy Inference System integrated with solar zenith angle for forecasting sub-tropical photosynthetically active radiation
Deo, Ravinesh C., Downs, Nathan J., Adamowski, Jan F. and Parisi, Alfio V.. 2018. "Adaptive Neuro-Fuzzy Inference System integrated with solar zenith angle for forecasting sub-tropical photosynthetically active radiation." Food and Energy Security. 8 (1). https://doi.org/10.1002/fes3.151
Drivers of food security of vulnerable rural households in Bangladesh: implications for policy and development
Alam, G. M. Monirul, Alam, Khorshed and Mushtaq, Shahbaz. 2018. "Drivers of food security of vulnerable rural households in Bangladesh: implications for policy and development." South Asia Economic Journal. 19 (1), pp. 43-63. https://doi.org/10.1177/1391561418761075
Cotton yield prediction with Markov Chain Monte Carlo-based simulation model integrated with genetic programing algorithm: a new hybrid copula-driven approach
Ali, Mumtaz, Deo, Ravinesh C., Downs, Nathan J. and Maraseni, Tek. 2018. "Cotton yield prediction with Markov Chain Monte Carlo-based simulation model integrated with genetic programing algorithm: a new hybrid copula-driven approach." Agricultural and Forest Meteorology. 263, pp. 428-448. https://doi.org/10.1016/j.agrformet.2018.09.002
Weekly heat wave death prediction model using zero-inflated regression approach
Kim, Do-Woo, Deo, Ravinesh C., Park, Sang-Jin, Lee, Jong-Seol and Lee, Woo-Seop. 2019. "Weekly heat wave death prediction model using zero-inflated regression approach." Theoretical and Applied Climatology. 137 (1-2), pp. 823-838. https://doi.org/10.1007/s00704-018-2636-9
A comparative study of temperature and precipitation‑based aridity indices and their trends in Mongolia
Nyamtseren, Mandakh, Feng, Qi and Deo, Ravinesh C.. 2018. "A comparative study of temperature and precipitation‑based aridity indices and their trends in Mongolia." International Journal of Environmental Research. 12, pp. 887-899. https://doi.org/10.1007/s41742-018-0143-6
Can individual land ownership reduce grassland degradation and favor socioeconomic sustainability on the Qinghai-Tibetan Plateau?
Cao, J. J., Holden, N. M., Adamowski, J. F., Deo, R. C., Xu, X. Y. and Feng, Q.. 2018. "Can individual land ownership reduce grassland degradation and favor socioeconomic sustainability on the Qinghai-Tibetan Plateau?" Environmental Science and Policy. 89, pp. 192-197. https://doi.org/10.1016/j.envsci.2018.08.003
Copula-based agricultural conditional value-at-risk modelling for geographical diversifications in wheat farming portfolio management
Nguyen-Huy, Thong, Deo, Ravinesh C., Mushtaq, Shahbaz, Kath, Jarrod and Khan, Shahjahan. 2018. "Copula-based agricultural conditional value-at-risk modelling for geographical diversifications in wheat farming portfolio management." Weather and Climate Extremes. 21, pp. 76-89. https://doi.org/10.1016/j.wace.2018.07.002
Design and evaluation of SVR, MARS and M5Tree models for 1, 2 and 3-day lead time forecasting of river flow data in a semiarid mountainous catchment
Yin, Zhenliang, Feng, Qi, Wen, Xiaohu, Deo, Ravinesh C., Yang, Linshan, Si, Jianhua and He, Zhibin. 2018. "Design and evaluation of SVR, MARS and M5Tree models for 1, 2 and 3-day lead time forecasting of river flow data in a semiarid mountainous catchment." Stochastic Environmental Research and Risk Assessment. 32 (9), pp. 2457-2476. https://doi.org/10.1007/s00477-018-1585-2
Mapping hypothermia death vulnerability in Korea
Park, Sang-Jin, Kim, Do-Woo, Deo, Ravinesh C. and Lee, Jong-Seol. 2018. "Mapping hypothermia death vulnerability in Korea." International Journal of Disaster Risk Reduction. 31, pp. 668-678. https://doi.org/10.1016/j.ijdrr.2018.06.016
Multi-stage committee based extreme learning machine model incorporating the influence of climate parameters and seasonality on drought forecasting
Ali, Mumtaz, Deo, Ravinesh C., Downs, Nathan J. and Maraseni, Tek. 2018. "Multi-stage committee based extreme learning machine model incorporating the influence of climate parameters and seasonality on drought forecasting." Computers and Electronics in Agriculture. 152, pp. 149-165. https://doi.org/10.1016/j.compag.2018.07.013
A real-time hourly water index for flood risk monitoring: pilot studies in Brisbane, Australia, and Dobong Observatory, South Korea
Deo, Ravinesh C., Byun, Hi-Ryong, Kim, Ga-Byn and Adamowski, Jan F.. 2018. "A real-time hourly water index for flood risk monitoring: pilot studies in Brisbane, Australia, and Dobong Observatory, South Korea." Environmental Monitoring and Assessment. 190 (450). https://doi.org/10.1007/s10661-018-6806-0
Multi-stage hybridized online sequential extreme learning machine integrated with Markov Chain Monte Carlo copula-Bat algorithm for rainfall forecasting
Ali, Mumtaz, Deo, Ravinesh C., Downs, Nathan J. and Maraseni, Tek. 2018. "Multi-stage hybridized online sequential extreme learning machine integrated with Markov Chain Monte Carlo copula-Bat algorithm for rainfall forecasting." Atmospheric Research. 213, pp. 450-464. https://doi.org/10.1016/j.atmosres.2018.07.005
Influence of stand type and stand age on soil carbon storage in China’s arid and semi-arid regions
Cao, Jianjun, Zhang, Xiaofang, Deo, Ravinesh, Gong, Yifan and Feng, Qi. 2018. "Influence of stand type and stand age on soil carbon storage in China’s arid and semi-arid regions." Land Use Policy: the international journal covering all aspects of land use. 78, pp. 258-265. https://doi.org/10.1016/j.landusepol.2018.07.002
Design and implementation of a hybrid model based on two-layer decomposition method coupled with extreme learning machines to support real-time environmental monitoring of water quality parameters
Fijani, Elham, Barzegar, Rahim, Deo, Ravinesh, Tziritis, Evangelos and Konstantinos, Skordas. 2019. "Design and implementation of a hybrid model based on two-layer decomposition method coupled with extreme learning machines to support real-time environmental monitoring of water quality parameters." Science of the Total Environment. 648, pp. 839-853. https://doi.org/10.1016/j.scitotenv.2018.08.221
Optimization of windspeed prediction using an artificial neural network compared with a genetic programming model
Deo, Ravinesh C., Ghimire, Sujan, Downs, Nathan J. and Raj, Nawin. 2018. "Optimization of windspeed prediction using an artificial neural network compared with a genetic programming model." Kim, Dookie, Roy, Sanjiban Sekhar, Lansivaara, Tim, Deo, Ravinesh C. and Samui, Pijush (ed.) Handbook of research on predictive modeling and optimization methods in science and engineering. Hershey, United States. IGI Global. pp. 328-359
Hybrid data intelligent models and applications for water level prediction
Yaseen, Zaher Mundher, Deo, Ravinesh C., Ebtehaj, Isa and Bonakdari, Hossein. 2018. "Hybrid data intelligent models and applications for water level prediction." Kim, Dookie, Roy, Sanjiban Sekhar, Länsivaara, Tim, Deo, Ravinesh C. and Samui, Pijush (ed.) Handbook of research on predictive modeling and optimization methods in science and engineering. Hershey, United States. IGI Global. pp. 121-139
Selection of representative feature training sets with self-organized maps for optimized time series modeling and prediction: application to forecasting daily drought conditions with ARIMA and neural network models
McCarthy, Elizabeth, Deo, Ravinesh C., Li, Yan and Maraseni, Tek. 2018. "Selection of representative feature training sets with self-organized maps for optimized time series modeling and prediction: application to forecasting daily drought conditions with ARIMA and neural network models." Kim, Dookie, Roy, Sanjiban Sekhar, Lansivaara, Tim, Deo, Ravinesh C. and Samui, Pijush (ed.) Handbook of research on predictive modeling and optimization methods in science and engineering. Hershey, United States. IGI Global. pp. 446-464
Survey of different data-intelligent modeling strategies for forecasting air temperature using geographic information as model predictors
Sanikhani, Hadi, Deo, Ravinesh C., Samui, Pijush, Kisi, Ozgur, Mert, Chian, Mirabbasi, Rasoul, Gavili, Siavash and Yaseen, Zaher Mundher. 2018. "Survey of different data-intelligent modeling strategies for forecasting air temperature using geographic information as model predictors." Computers and Electronics in Agriculture. 152, pp. 242-260. https://doi.org/10.1016/j.compag.2018.07.008
Soil moisture forecasting by a hybrid machine learning technique: ELM integrated with ensemble empirical mode decomposition
Prasad, Ramendra, Deo, Ravinesh C., Li, Yan and Maraseni, Tek. 2018. "Soil moisture forecasting by a hybrid machine learning technique: ELM integrated with ensemble empirical mode decomposition." Geoderma. 330, pp. 136-161. https://doi.org/10.1016/j.geoderma.2018.05.035
Modeling the joint influence of multiple synoptic-scale, climate mode indices on Australian wheat yield using a vine copula-based approach
Nguyen-Huy, Thong, Deo, Ravinesh C., Mushtaq, Shahbaz, An-Vo, Duc-Anh and Khan, Shahjahan. 2018. "Modeling the joint influence of multiple synoptic-scale, climate mode indices on Australian wheat yield using a vine copula-based approach." European Journal of Agronomy. 98, pp. 65-81. https://doi.org/10.1016/j.eja.2018.05.006
Non-tuned data intelligent model for soil temperature estimation: a new approach
Sanikhani, Hadi, Deo, Ravinesh C., Yaseen, Zaher Mundheer, Eray, Okan and Kisi, Ozgur. 2018. "Non-tuned data intelligent model for soil temperature estimation: a new approach." Geoderma. 330, pp. 52-64. https://doi.org/10.1016/j.geoderma.2018.05.030
Drought prediction with standardized precipitation and evapotranspiration index and support vector regression models
Deo, Ravinesh C., Salcedo-sanz, Sancho, Carro-Calvo, Leopoldo and Saavedra-Moreno, Beatriz. 2018. "Drought prediction with standardized precipitation and evapotranspiration index and support vector regression models." Samui, Pijush, Kim, Dookie and Ghosh, Chandan (ed.) Integrating disaster science and management. Amsterdam, Netherlands. Elsevier. pp. 151-174
Solar, wind and geothermal energy applications in agriculture: back to the future?
Bundschuh, Jochen, Chen, Guangnan, Tomaszewska, Barbara, Ghaffour, Noreddine, Mushtaq, Shahbaz, Hamawand, Ihsan, Reardon-Smith, Kathryn, Maraseni, Tek, Banhazi, Thomas, Mahmoudi, Hacene, Goosen, Mattheus and Antille, Diogones L.. 2017. "Solar, wind and geothermal energy applications in agriculture: back to the future?" Bundschuh, Jochen, Chen, Guangnan, Chandrasekharam, D. and Piechocki, Janusz (ed.) Geothermal, wind and solar energy applications in agriculture and aquaculture. Leiden, Netherlands. CRC Press. pp. 1-32
Drought modelling based on artificial intelligence and neural network algorithms: a case study in Queensland, Australia
Dayal, Kavina, Deo, Ravinesh and Apan, Armando A.. 2017. "Drought modelling based on artificial intelligence and neural network algorithms: a case study in Queensland, Australia." Filho, Walter Leal (ed.) Climate change adaptation in Pacific countries:fostering resilience and improving the quality of life. Springer. pp. 177-198
Input selection and data-driven model performance optimization to predict the Standardized Precipitation and Evaporation Index in a drought-prone region
Mouatadid, Soukayna, Raj, Nawin, Deo, Ravinesh C. and Adamowski, Jan F.. 2018. "Input selection and data-driven model performance optimization to predict the Standardized Precipitation and Evaporation Index in a drought-prone region." Atmospheric Research. 212, pp. 130-149. https://doi.org/10.1016/j.atmosres.2018.05.012
Re-imagining standard timescales in forecasting precipitation events for Queensland’s grazing enterprises
McCarthy, E., Deo, R. C., Li, Y. and Maraseni, T.. 2017. "Re-imagining standard timescales in forecasting precipitation events for Queensland’s grazing enterprises." Syme, G., Hatton MacDonald, D., Fulton, B. and Piantadosi, J. (ed.) 22nd International Congress on Modelling and Simulation (MODSIM2017). Hobart, Australia 03 - 08 Dec 2017 Australia. Modelling and Simulation Society of Australia and New Zealand . https://doi.org/10.36334/modsim.2017.L1.mccarthy
Modelling irrigated sugarcane crop under seasonal climate variability: a case study in Burdekin district
An-Vo, D.-A., Mushtaq, S. and Reardon-Smith, K.. 2017. "Modelling irrigated sugarcane crop under seasonal climate variability: a case study in Burdekin district." Syme, G., Hatton MacDonald, D., Fulton, B. and Piantadosi, J. (ed.) 22nd International Congress on Modelling and Simulation (MODSIM2017). Hobart, Australia 03 - 08 Dec 2017 Australia. Modelling and Simulation Society of Australia and New Zealand . https://doi.org/10.36334/modsim.2017.J6.anvo
Self-adaptive differential evolutionary extreme learning machines for long-term solar radiation prediction with remotely-sensed MODIS satellite and Reanalysis atmospheric products in solar-rich cities
Ghimire, Sujan, Deo, Ravinesh C., Downs, Nathan J. and Raj, Nawin. 2018. "Self-adaptive differential evolutionary extreme learning machines for long-term solar radiation prediction with remotely-sensed MODIS satellite and Reanalysis atmospheric products in solar-rich cities." Remote Sensing of Environment: an interdisciplinary journal. 212, pp. 176-198. https://doi.org/10.1016/j.rse.2018.05.003
An ensemble-ANFIS based uncertainty assessment model for forecasting multi-scalar standardized precipitation index
Ali, Mumtaz, Deo, Ravinesh C., Downs, Nathan J. and Maraseni, Tek. 2018. "An ensemble-ANFIS based uncertainty assessment model for forecasting multi-scalar standardized precipitation index." Atmospheric Research. 207, pp. 155-180. https://doi.org/10.1016/j.atmosres.2018.02.024
Wavelet analysis–artificial neural network conjunction models for multi-scale monthly groundwater level predicting in an arid inland river basin, northwestern China
Wen, Xiaohu, Feng, Qi, Deo, Ravinesh C., Wu, Min and Si, Jianhua. 2017. "Wavelet analysis–artificial neural network conjunction models for multi-scale monthly groundwater level predicting in an arid inland river basin, northwestern China." Hydrology Research: an international journal. 48 (6), pp. 1710-1729. https://doi.org/10.2166/nh.2016.396
Ensemble committee-based data intelligent approach for generating soil moisture forecasts with multivariate hydro-meteorological predictors
Prasad, Ramendra, Deo, Ravinesh C., Li, Yan and Maraseni, Tek. 2018. "Ensemble committee-based data intelligent approach for generating soil moisture forecasts with multivariate hydro-meteorological predictors." Soil and Tillage Research. 181, pp. 63-81. https://doi.org/10.1016/j.still.2018.03.021
Comparison of social-ecological resilience between two grassland management patterns driven by grassland land contract policy in the Maqu, Qinghai-Tibetan Plateau
Cao, Jianjun, Li, Mengtian, Deo, Ravinesh C., Adamowski, Jan F, Cerda, Artemi, Feng, Qi, Liu, Minxia, Zhang, Jian, Zhu, Guofeng, Zhang, Xuebin, Xu, Xueyun, Yang, Shurong and Gong, Yifan. 2018. "Comparison of social-ecological resilience between two grassland management patterns driven by grassland land contract policy in the Maqu, Qinghai-Tibetan Plateau." Land Use Policy: the international journal covering all aspects of land use. 74, pp. 88-96. https://doi.org/10.1016/j.landusepol.2017.07.027
Spatio-temporal drought risk mapping approach and its application in the drought-prone region of south-east Queensland, Australia
Dayal, Kavina S., Deo, Ravinesh C. and Apan, Armando A.. 2018. "Spatio-temporal drought risk mapping approach and its application in the drought-prone region of south-east Queensland, Australia." Natural Hazards. 93 (2), pp. 823-847. https://doi.org/10.1007/s11069-018-3326-8
A new approach to predict daily pH in rivers based on the 'a trous' redundant wavelet transform algorithm
Rajaee, Taher, Ravansalar, Masoud, Adamowski, Jan F. and Deo, Ravinesh C.. 2018. "A new approach to predict daily pH in rivers based on the 'a trous' redundant wavelet transform algorithm." Water, Air and Soil Pollution: an international journal of environmental pollution. 229 (3). https://doi.org/10.1007/s11270-018-3715-3
Computational intelligence approaches for energy load forecasting in smart energy management grids: state of the art, future challenges, and research directions and Research Directions
Fallah, Seyedeh Narjes, Deo, Ravinesh Chand, Shojafar, Mohammad, Conti, Mauro and Shamshirband, Shahaboddin. 2018. "Computational intelligence approaches for energy load forecasting in smart energy management grids: state of the art, future challenges, and research directions and Research Directions." Energies. 11 (3). https://doi.org/10.3390/en11030596
Two-phase particle swarm optimized-support vector regression hybrid model integrated with improved empirical mode decomposition with adaptive noise for multiple-horizon electricity demand forecasting
Al-Musaylh, Mohanad S., Deo, Ravinesh C., Li, Yan and Adamowski, Jan F.. 2018. "Two-phase particle swarm optimized-support vector regression hybrid model integrated with improved empirical mode decomposition with adaptive noise for multiple-horizon electricity demand forecasting." Applied Energy. 217, pp. 422-439. https://doi.org/10.1016/j.apenergy.2018.02.140
Application of the hybrid artificial neural network coupled with rolling mechanism and grey model algorithms for streamflow forecasting over multiple time horizons
Yaseen, Zaher Mundher, Fu, Minglei, Wang, Chen, Mohtar, Wan Hanna Melini Wan, Deo, Ravinesh C. and El-Shafie, Ahmed. 2018. "Application of the hybrid artificial neural network coupled with rolling mechanism and grey model algorithms for streamflow forecasting over multiple time horizons." Water Resources Management. 32 (5), pp. 1883-1899. https://doi.org/10.1007/s11269-018-1909-5
Multi-household grazing management pattern maintains better soil fertility
Cao, Jianjun, Xu, Xueyun, Deo, Ravinesh C., Holden, Nicholas M., Adamowski, Jan F., Gong, Yifan, Feng, Qi, Yang, Shurong, Li, Mengtian, Zhou, Junju, Zhang, Jian and Liu, Minxia. 2018. "Multi-household grazing management pattern maintains better soil fertility." Agronomy for Sustainable Development: sciences des productions vegetales et de l'environnement. 38 (1). https://doi.org/10.1007/s13593-017-0482-2
Short-term electricity demand forecasting with MARS, SVR and ARIMA models using aggregated demand data in Queensland, Australia
Al-Musaylh, Mohanad S., Deo, Ravinesh C., Adamowski, Jan F. and Li, Yan. 2018. "Short-term electricity demand forecasting with MARS, SVR and ARIMA models using aggregated demand data in Queensland, Australia." Advanced Engineering Informatics: the science of supporting knowledge-intensive activities. 35 (C), pp. 1-16. https://doi.org/10.1016/j.aei.2017.11.002
Mapping groundwater contamination risk of multiple aquifers using multi-model ensemble of machine learning algorithms
Barzegar, Rahim, Moghaddam, Asghar Asghari, Deo, Ravinesh, Fijani, Elham and Tziritis, Evangelos. 2018. "Mapping groundwater contamination risk of multiple aquifers using multi-model ensemble of machine learning algorithms." Science of the Total Environment. 621, pp. 697-712. https://doi.org/10.1016/j.scitotenv.2017.11.185
Investigating drought duration-severity-intensity characteristics using the Standardized Precipitation-Evapotranspiration Index: case studies in drought-prone Southeast Queensland
Dayal, Kavina S., Deo, Ravinesh C. and Apan, Armando A.. 2018. "Investigating drought duration-severity-intensity characteristics using the Standardized Precipitation-Evapotranspiration Index: case studies in drought-prone Southeast Queensland." Journal of Hydrologic Engineering. 23 (1), p. 05017029. https://doi.org/10.1061/(ASCE)HE.1943-5584.0001593
An efficient neuro-evolutionary hybrid modelling mechanism for the estimation of daily global solar radiation in the Sunshine State of Australia
Salcedo-sanz, Sancho, Deo, Ravinesh C., Cornejo-Bueno, Laura, Camacho-Gomez, Carlos and Ghimire, Sujan. 2018. "An efficient neuro-evolutionary hybrid modelling mechanism for the estimation of daily global solar radiation in the Sunshine State of Australia." Applied Energy. 209, pp. 79-94. https://doi.org/10.1016/j.apenergy.2017.10.076
Multi-layer perceptron hybrid model integrated with the firefly optimizer algorithm for windspeed prediction of target site using a limited set of neighboring reference station data
Deo, Ravinesh C., Ghorbani, Mohammad Ali, Samadianfard, Saeed, Maraseni, Tek, Bilgili, Mehmet and Biazar, Mustafa. 2018. "Multi-layer perceptron hybrid model integrated with the firefly optimizer algorithm for windspeed prediction of target site using a limited set of neighboring reference station data." Renewable Energy. 116 (Part A), pp. 309-323. https://doi.org/10.1016/j.renene.2017.09.078
Identifying separate impacts of climate and land use/cover change on hydrological processes in upper stream of Heihe River, northwest China
Yang, Linshan, Feng, Qi, Yin, Zhenliang, Wen, Xiaohu, Si, Jianhua, Li, Changbin and Deo, Ravinesh C.. 2017. "Identifying separate impacts of climate and land use/cover change on hydrological processes in upper stream of Heihe River, northwest China." Hydrological Processes. 31 (5), pp. 1100-1112. https://doi.org/10.1002/hyp.11098
Reservoir inflow forecasting with a modified coactive neuro-fuzzy inference system: a case study for a semi-arid region
Allawi, Mohammed Falah, Jaafar, Othman, Hamzah, Firdaus Mohamad, Mohd, Nuruol Syuhadaa, Deo, Ravinesh C. and El-Shafie, Ahmed. 2018. "Reservoir inflow forecasting with a modified coactive neuro-fuzzy inference system: a case study for a semi-arid region." Theoretical and Applied Climatology. 134 (1-2), pp. 545-563. https://doi.org/10.1007/s00704-017-2292-5
Implementation of a hybrid MLP-FFA model for water level prediction of Lake Egirdir, Turkey
Ghorbani, Mohammad Ali, Deo, Ravinesh C., Karimi, Vahid, Yaseen, Zaher Mundher and Terz, Ozlem. 2018. "Implementation of a hybrid MLP-FFA model for water level prediction of Lake Egirdir, Turkey." Stochastic Environmental Research and Risk Assessment. 32 (6), pp. 1683-1697. https://doi.org/10.1007/s00477-017-1474-0
Pan evaporation prediction using a hybrid multilayer perceptron-firefly algorithm (MLP-FFA) model: case study in North Iran
Ghorbani, M. A., Deo, Ravinesh C., Yaseen, Zaher Mundher, Kashani, Mahsa H. and Mohammadi, Babak. 2018. "Pan evaporation prediction using a hybrid multilayer perceptron-firefly algorithm (MLP-FFA) model: case study in North Iran." Theoretical and Applied Climatology. 133 (3-4), pp. 1119-1131. https://doi.org/10.1007/s00704-017-2244-0
Impact of grassland contract policy on soil organic carbon losses from alpine grassland on the Qinghai–Tibetan Plateau
Cao, J., Gong, Y., Yeh, E. T., Holden, N. M., Adamowski, J. F., Deo, R. C., Liu, M., Zhou, J., Zhang, J., Zhang, S., Sheng, D., Yang, S., Xu, X., Li, M. and Feng, Q.. 2017. "Impact of grassland contract policy on soil organic carbon losses from alpine grassland on the Qinghai–Tibetan Plateau." Soil Use and Management. 33 (4), pp. 633-671. https://doi.org/10.1111/sum.12387
Effects of ecological water transport on photosynthesis and chlorophyll fluorescence of Populus euphratica
Zhao, Chun Yan, Si, Jian Hua, Feng, Qi, Yu, Teng Fei, Deo, Ravinesh C. and Luo, Huan. 2018. "Effects of ecological water transport on photosynthesis and chlorophyll fluorescence of Populus euphratica." Water Science and Technology: Water Supply. 18 (5), pp. 1747-1756. https://doi.org/10.2166/ws.2017.236
Predicting water allocation trade prices using a hybrid Artificial Neural Network-Bayesian modelling approach
Nguyen-Ky, Tai, Mushtaq, Shahbaz, Loch, Adam, Reardon-Smith, Kate, An-Vo, Duc-Anh, Ngo-Cong, Duc and Tran-Cong, Thanh. 2018. "Predicting water allocation trade prices using a hybrid Artificial Neural Network-Bayesian modelling approach." Journal of Hydrology. 567, pp. 781-791. https://doi.org/10.1016/j.jhydrol.2017.11.049
Trend analysis of Water Poverty Index for assessment of water stress and water management polices: a case study in the Hexi Corridor, China
Huang, Shan, Feng, Qi, Lu, Zhixiang, Wen, Xiaohu and Deo, Ravinesh C.. 2017. "Trend analysis of Water Poverty Index for assessment of water stress and water management polices: a case study in the Hexi Corridor, China." Sustainability. 9 (5), pp. 756-772. https://doi.org/10.3390/su9050756
Forecasting evaporative loss by least-square support-vector regression and evaluation with genetic programming, Gaussian process, and minimax probability machine regression: case study of Brisbane City
Deo, Ravinesh C. and Samui, Pijush. 2017. "Forecasting evaporative loss by least-square support-vector regression and evaluation with genetic programming, Gaussian process, and minimax probability machine regression: case study of Brisbane City." Journal of Hydrologic Engineering. 22 (6), pp. 1-15. https://doi.org/10.1061/(ASCE)HE.1943-5584.0001506
Direct and indirect costs of frost in the Australian wheatbelt
An-Vo, Duc-Anh, Mushtaq, Shahbaz, Zheng, Bangyou, Christopher, Jack T., Chapman, Scott C. and Chenu, Karine. 2018. "Direct and indirect costs of frost in the Australian wheatbelt." Ecological Economics. 150, pp. 122-136. https://doi.org/10.1016/j.ecolecon.2018.04.008
Statistical evaluation of rainfall time series in concurrence with agriculture and water resources of Ken River basin, Central India (1901–2010)
Meshram, Sarita Gajbhiye, Singh, Sudhir Kumar, Meshram, Chandrashekhar, Deo, Ravinesh C. and Ambade, Balram. 2018. "Statistical evaluation of rainfall time series in concurrence with agriculture and water resources of Ken River basin, Central India (1901–2010)." Theoretical and Applied Climatology. 134, pp. 1231-1243. https://doi.org/10.1007/s00704-017-2335-y
An international comparison of rice consumption behaviours and greenhouse gas emissions from rice production
Maraseni, Tek Narayan, Deo, Ravinesh C., Qu, Jiansheng, Gentle, Popular and Neupane, Prem Raj. 2018. "An international comparison of rice consumption behaviours and greenhouse gas emissions from rice production." Journal of Cleaner Production. 172, pp. 2288-2300. https://doi.org/10.1016/j.jclepro.2017.11.182
Physiological response to salinity stress and tolerance mechanics of Populus euphratica
Zhao, Chun Yan, Si, Jian Hua, Feng, Qi, Deo, Ravinesh C., Yu, Teng Fei and Li, Pei Du. 2017. "Physiological response to salinity stress and tolerance mechanics of Populus euphratica." Environmental Monitoring and Assessment. 189 (11), pp. 533-543. https://doi.org/10.1007/s10661-017-6257-z
Carbon dioxide fluxes and their environmental controls in a riparian forest within the hyper-arid region of Northwest China
Ma, Xiaohong, Feng, Qi, Yu, Tengfei, Su, Yonghong and Deo, Ravinesh C.. 2017. "Carbon dioxide fluxes and their environmental controls in a riparian forest within the hyper-arid region of Northwest China." Forests. 8 (10), pp. 1-17. https://doi.org/10.3390/f8100379
Comparative study of hybrid-wavelet artificial intelligence models for monthly groundwater depth forecasting in extreme arid regions, Northwest China
Yu, Haijiao, Wen, Xiaohu, Feng, Qi, Deo, Ravinesh C., Si, Jianhua and Wu, Min. 2018. "Comparative study of hybrid-wavelet artificial intelligence models for monthly groundwater depth forecasting in extreme arid regions, Northwest China." Water Resources Management. 32 (1), pp. 301-323. https://doi.org/10.1007/s11269-017-1811-6
Strategies and barriers to adaptation of hazard-prone rural households in Bangladesh
Alam, G. M. Monirul, Alam, Khorshed, Mushtaq, Shahbaz, Khatun, Most Nilufa and Filho, Walter Leal. 2018. "Strategies and barriers to adaptation of hazard-prone rural households in Bangladesh." Filho, Walter Leal and Nalau, Johanna (ed.) Limits to climate change adaptation. Switzerland. Springer. pp. 11-24
Predicting compressive strength of lightweight foamed concrete using extreme learning machine model
Yaseen, Zaher Mundher, Deo, Ravinesh C., Hilal, Ameer, Abd, Abbas M., Bueno, Laura Cornejo, Salcedo-sanz, Sancho and Nehdi, Moncef L.. 2018. "Predicting compressive strength of lightweight foamed concrete using extreme learning machine model." Advances in Engineering Software. 115, pp. 112-125. https://doi.org/10.1016/j.advengsoft.2017.09.004
Novel approach for streamflow forecasting using a hybrid ANFIS-FFA model
Yaseen, Zaher Mundher, Ebtehaj, Isa, Bonakdari, Hossein, Deo, Ravinesh C., Mehr, Ali Danandeh, Mohtar, Wan Hanna Melini Wan, Diop, Lamine, El-Shafie, Ahmed and Singh, Vijay P.. 2017. "Novel approach for streamflow forecasting using a hybrid ANFIS-FFA model." Journal of Hydrology. 554, pp. 263-276. https://doi.org/10.1016/j.jhydrol.2017.09.007
Rainfall Pattern Forecasting Using Novel Hybrid Intelligent Model Based ANFIS-FFA
Yaseen, Zaher Mundher, Ghareb, Mazen Ismaeel, Ebtehaj, Isa, Bonakdari, Hossein, Siddique, Ridwan, Heddam, Sali, Yusif, Ali A. and Deo, Ravinesh. 2018. "Rainfall Pattern Forecasting Using Novel Hybrid Intelligent Model Based ANFIS-FFA." Water Resources Management. 32 (1), pp. 105-122. https://doi.org/10.1007/s11269-017-1797-0
Synthetic retrieval of hourly net ecosystem exchange using the neural network model with combined MI and GOCI geostationary sensor datasets and ground-based measurements
Yeom, Jong-Min, Deo, Ravinesh, Chun, Junghwa, Hong, Jinkyu, Kim, Dong-Su, Han, Kyung-Soo and Cho, Jaeil. 2017. "Synthetic retrieval of hourly net ecosystem exchange using the neural network model with combined MI and GOCI geostationary sensor datasets and ground-based measurements." International Journal of Remote Sensing. 38 (23), pp. 7441-7456. https://doi.org/10.1080/01431161.2017.1375573
Separation of the Climatic and Land Cover Impacts on the Flow Regime Changes in Two Watersheds of Northeastern Tibetan Plateau
Yang, Linshan, Feng, Qi, Yin, Zhenliang, Deo, Ravinesh C., Wen, Xiaohu, Si, Jianhua and Li, Changbin. 2017. "Separation of the Climatic and Land Cover Impacts on the Flow Regime Changes in Two Watersheds of Northeastern Tibetan Plateau." Advances in Meteorology. 2017, pp. 1-15. https://doi.org/10.1155/2017/6310401
Improving fungal disease forecasts in winter wheat: a critical role of intra-day variations of meteorological conditions in the development of Septoria leaf blotch
El Jarroudi, Moussa, Kouadio, Louis, El Jarroudi, Mustapha, Junk, Jurgen, Bock, Clive, Diouf, Abdoul Aziz and Delfosse, Philippe. 2017. "Improving fungal disease forecasts in winter wheat: a critical role of intra-day variations of meteorological conditions in the development of Septoria leaf blotch." Field Crops Research. 213, pp. 12-20. https://doi.org/10.1016/j.fcr.2017.07.012
Changes in climatic elements in the Pan-Hexi region during 1960–2014 and responses to global climatic changes
Wei, Liu, Feng, Qi and Deo, Ravinesh C.. 2018. "Changes in climatic elements in the Pan-Hexi region during 1960–2014 and responses to global climatic changes." Theoretical and Applied Climatology. 133 (1-2), pp. 405-420. https://doi.org/10.1007/s00704-017-2194-6
Mapping heatwave vulnerability in Korea
Kim, Do-Woo, Deo, Ravinesh C., Lee, Jong-Seol and Yeom, Jong-Min. 2017. "Mapping heatwave vulnerability in Korea." Natural Hazards. 89 (1), pp. 35-55. https://doi.org/10.1007/s11069-017-2951-y
Copula-statistical precipitation forecasting model in Australia’s agro-ecological zones
Nguyen-Huy, Thong, Deo, Ravinesh C., An-Vo, Duc-Anh, Mushtaq, Shahbaz and Khan, Shahjahan. 2017. "Copula-statistical precipitation forecasting model in Australia’s agro-ecological zones." Agricultural Water Management. 191, pp. 153-172. https://doi.org/10.1016/j.agwat.2017.06.010
Input selection and performance optimization of ANN-based streamflow forecasts in the drought-prone Murray Darling Basin region using IIS and MODWT algorithm
Prasad, Ramendra, Deo, Ravinesh C., Li, Yan and Maraseni, Tek. 2017. "Input selection and performance optimization of ANN-based streamflow forecasts in the drought-prone Murray Darling Basin region using IIS and MODWT algorithm." Atmospheric Research. 197, pp. 42-63. https://doi.org/10.1016/j.atmosres.2017.06.014
Very short-term reactive forecasting of the solar ultraviolet index using an extreme learning machine integrated with the solar zenith angle
Deo, Ravinesh C., Downs, Nathan, Parisi, Alfio V., Adamowski, Jan F. and Quilty, John M.. 2017. "Very short-term reactive forecasting of the solar ultraviolet index using an extreme learning machine integrated with the solar zenith angle." Environmental Research. 155, pp. 141-166. https://doi.org/10.1016/j.envres.2017.01.035
Association between plant species diversity and edaphic factors in the lower reaches of the Heihe River, northwestern China
Zhao, Yu, Feng, Qi, Xi, Haiyang, Li, Huiya, Yang, Huaide and Deo, Ravinesh C.. 2017. "Association between plant species diversity and edaphic factors in the lower reaches of the Heihe River, northwestern China." Chemistry and Ecology. 33 (3), pp. 181-195. https://doi.org/10.1080/02757540.2017.1287904
Medical geology in the framework of the sustainable development goals
Bundschuh, Jochen, Maity, Jyoti Prakash, Mushtaq, Shahbaz Mushtaq, Vithange, Meththika, Seneweera, Saman, Schneider, Jerusa, Bhattacharya, Prosun, Khan, Nasreen Islam, Hamawand, Ihsan, Guilherme, Luiz R. G., Reardon-Smith, Kathryn, Parvez, Faruque, Morales-Simfors, Nury, Ghaze, Sara, Pudmenzky, Christa, Kouadio, Louis and Chen, Chien-Yen. 2017. "Medical geology in the framework of the sustainable development goals." Science of the Total Environment. 581-582, pp. 87-104. https://doi.org/10.1016/j.scitotenv.2016.11.208
Forecasting long-term global solar radiation with an ANN algorithm coupled with satellite-derived (MODIS) land surface temperature (LST) for regional locations in Queensland
Deo, Ravinesh C. and Sahin, Mehmet. 2017. "Forecasting long-term global solar radiation with an ANN algorithm coupled with satellite-derived (MODIS) land surface temperature (LST) for regional locations in Queensland." Renewable and Sustainable Energy Reviews. 72, pp. 828-848. https://doi.org/10.1016/j.rser.2017.01.114
Computational intelligence approach for modeling hydrogen production: a review
Faizollahzadeh, Sina, Najafi, Bahman, Shamshirband, Shahaboddin, Bidgoli, Behrouz Minaei, Deo, Ravinesh Chand and Chau, Kwok-wing. 2018. "Computational intelligence approach for modeling hydrogen production: a review." Engineering Applications of Computational Fluid Mechanics. 12 (1), pp. 438-458. https://doi.org/10.1080/19942060.2018.1452296
Estimating the value of conjunctive water use at a system-level using nonlinear programming model
An-Vo, Duc-Anh, Mushtaq, Shahbaz and Reardon-Smith, Kathryn. 2014. "Estimating the value of conjunctive water use at a system-level using nonlinear programming model." 2nd Digital Rural Futures Conference 2014. Toowoomba, Australia 25 - 27 Jun 2014 Australia.
Forecasting water market prices in the Murray-Darling basin using Hybrid Artificial Neural Network (ANN) - Bayesian Modelling Approach
Nguyen-Ky, Tai, Mushtaq, Shahbaz, An-Vo, Duc-Anh and Ngo-Cong, Duc. 2014. "Forecasting water market prices in the Murray-Darling basin using Hybrid Artificial Neural Network (ANN) - Bayesian Modelling Approach." 2nd Digital Rural Futures Conference 2014. Toowoomba, Australia 25 - 27 Jun 2014
Sweet success: virtual world tools enhance real world decision making in the Australian sugar industry
Reardon-Smith, Kate, Farley, Helen, Cliffe, Neil, Mushtaq, Shahbaz, Stone, Roger, Doyle, Joanne, Martin, Neil, Ostini, Jenny, Maraseni, Tek, Marcussen, Torben, Loch, Adam and Lindesay, Janette. 2014. "Sweet success: virtual world tools enhance real world decision making in the Australian sugar industry." ICELW 2014: International Conference on e-Learning in the Workplace. New York, United States 11 - 13 Jun 2014
How do climate change and associated hazards impact on the resilience of riparian rural communities in Bangladesh? Policy implications for livelihood development
Alam, G. M. Monirul, Alam, Khorshed, Mushtaq, Shahbaz and Filho, Walter Leal. 2018. "How do climate change and associated hazards impact on the resilience of riparian rural communities in Bangladesh? Policy implications for livelihood development." Environmental Science and Policy. 84, pp. 7-18. https://doi.org/10.1016/j.envsci.2018.02.012
Economic assessment of various levels of improved wheat post head-emergence frost (PHEF) tolerance breeding options: final technical report
Mushtaq, Shahbaz, An-Vo, Duc-Anh, Stone, Roger C., Christopher, Mandy, Chenu, Karine, Christopher, Jack T., Frederiks, Troy M., Zheng, Bangyou and Chapman, Scott. 2016. Economic assessment of various levels of improved wheat post head-emergence frost (PHEF) tolerance breeding options: final technical report. Australia. Grains Research and Development Corporation.
Investigating the value of seasonal climate forecast for beef grazing enterprises: Charters Towers case study
An-Vo, Duc-Anh, Reardon-Smith, Kate, Mushtaq, Shahbaz, Cobon, David, Kodur, Shreevatsa and Stone, Roger. 2017. "Investigating the value of seasonal climate forecast for beef grazing enterprises: Charters Towers case study." 19th Biennial Conference of the Australian Rangeland Society. Port Augusta, Australia 25 - 28 Sep 2017 Australia.
Stream-flow forecasting using extreme learning machines: a case study in a semi-arid region in Iraq
Yaseen, Zaher Mundher, Jaafar, Othman, Deo, Ravinesh C., Kisi, Ozgur, Adamowski, Jan, Quilty, John and El-Shafie, Ahmed. 2016. "Stream-flow forecasting using extreme learning machines: a case study in a semi-arid region in Iraq." Journal of Hydrology. 542, pp. 603-614. https://doi.org/10.1016/j.jhydrol.2016.09.035
Quantitative definition and spatiotemporal distribution of little water season (LIWAS) in Korea
Kim, Su-Jeong, Byun, Hi-Ryong and Deo, Ravinesh C.. 2016. "Quantitative definition and spatiotemporal distribution of little water season (LIWAS) in Korea." Asia-Pacific Journal of Atmospheric Sciences. 52 (4), pp. 379-393. https://doi.org/10.1007/s13143-016-0012-1
Developing the capacity of farmers to understand and apply seasonal climate forecasts through collaborative learning processes
Cliffe, Neil, Stone, Roger, Coutts, Jeff, Reardon-Smith, Kathryn and Mushtaq, Shahbaz. 2016. "Developing the capacity of farmers to understand and apply seasonal climate forecasts through collaborative learning processes." Journal of Agricultural Education and Extension: international journal on changes in agricultural knowledge and action systems. 22 (4), pp. 311-325. https://doi.org/10.1080/1389224X.2016.1154473
Economic and policy implications of relocation of agriculturalproduction systems under changing climate: example of Australian rice industry
Mushtaq, Shahbaz. 2016. "Economic and policy implications of relocation of agriculturalproduction systems under changing climate: example of Australian rice industry." Land Use Policy: the international journal covering all aspects of land use. 52, pp. 277-286. https://doi.org/10.1016/j.landusepol.2015.12.029
An extreme learning machine model for the simulation of monthly mean streamflow water level in eastern Queensland
Deo, Ravinesh C. and Sahin, Mehmet. 2016. "An extreme learning machine model for the simulation of monthly mean streamflow water level in eastern Queensland." Environmental Monitoring and Assessment. 188 (90). https://doi.org/10.1007/s10661-016-5094-9
Forecasting effective drought index using a wavelet extreme learning machine (W-ELM) model
Deo, Ravinesh C., Tiwari, Mukesh K., Adamowski, Jan F. and Quilty, John M.. 2017. "Forecasting effective drought index using a wavelet extreme learning machine (W-ELM) model." Stochastic Environmental Research and Risk Assessment. 31 (5), pp. 1211-1240. https://doi.org/10.1007/s00477-016-1265-z
Drought forecasting in eastern Australia using multivariate adaptive regression spline, least square support vector machine and M5Tree model
Deo, Ravinesh C., Kisi, Ogzur and Singh, Vijay P.. 2017. "Drought forecasting in eastern Australia using multivariate adaptive regression spline, least square support vector machine and M5Tree model." Atmospheric Research. 184, pp. 149-175. https://doi.org/10.1016/j.atmosres.2016.10.004
Managing climate risks through transformational adaptation: economic and policy implications for key production regions in Australia
Mushtaq, Shahbaz. 2018. "Managing climate risks through transformational adaptation: economic and policy implications for key production regions in Australia." Climate Risk Management. 19, pp. 48-60. https://doi.org/10.1016/j.crm.2017.12.001
A wavelet-coupled support vector machine model for forecasting global incident solar radiation using limited meteorological dataset
Deo, Ravinesh C., Wen, Xiaohu and Feng, Qi. 2016. "A wavelet-coupled support vector machine model for forecasting global incident solar radiation using limited meteorological dataset." Applied Energy. 168, pp. 568-593. https://doi.org/10.1016/j.apenergy.2016.01.130
Economic assessment of wheat breeding options for potential improved levels of post head-emergence frost tolerance
Mushtaq, Shahbaz, An-Vo, Duc-Anh, Christopher, Mandy, Zheng, Bangyou, Chenu, Karine, Chapman, Scott C., Christopher, Jack T., Stone, Roger C., Frederiks, Troy M. and Alam, G. M. Monirul. 2017. "Economic assessment of wheat breeding options for potential improved levels of post head-emergence frost tolerance." Field Crops Research. 213, pp. 75-88. https://doi.org/10.1016/j.fcr.2017.07.021
A threshold-based weather model for predicting stripe rust infection in winter wheat
El Jarroudi, Moussa, Kouadio, Louis, Bock, Clive H., El Jarroudi, Mustapha, Junk, Jürgen, Pasquali, Matias, Maraite, Henri and Delfosse, Philippe. 2017. "A threshold-based weather model for predicting stripe rust infection in winter wheat." Plant Disease: an international journal of applied plant pathology. 101 (5), pp. 693-703. https://doi.org/10.1094/PDIS-12-16-1766-RE
Can digital discussion support tools provide cost-effective options for agricultural extension services?
Mushtaq, Shahbaz, Reardon-Smith, Kate, Cliffe, Neil, Ostini, Jenny, Farley, Helen, Doyle, Joanne and Kealley, Matt. 2017. "Can digital discussion support tools provide cost-effective options for agricultural extension services?" Information Technologies and International Development. 13, pp. 52-68.
Climate change perceptions and local adaptation strategies of hazard-prone rural households in Bangladesh
Alam, G. M. Monirul, Alam, Khorshed and Mushtaq, Shahbaz. 2017. "Climate change perceptions and local adaptation strategies of hazard-prone rural households in Bangladesh." Climate Risk Management. 17, pp. 52-63. https://doi.org/10.1016/j.crm.2017.06.006
Integrated water resources management: are river basin committees in Brazil enabling effective stakeholder interaction?
Barbosa, Marina Costa, Mushtaq, Shahbaz and Alam, Khorshed. 2017. "Integrated water resources management: are river basin committees in Brazil enabling effective stakeholder interaction?" Environmental Science and Policy. 76, pp. 1-11. https://doi.org/10.1016/j.envsci.2017.06.002
Implementation challenges of water and land-use plans: a case study on the Guarani aquifer system in Sao Paulo, Brazil
Barbosa, M. C., Albuquerque, J. L., Ikematsu, P., Carvalho, A. M., Alam, K., Cavani, A. C. M. and Mushtaq, S.. 2012. "Implementation challenges of water and land-use plans: a case study on the Guarani aquifer system in Sao Paulo, Brazil." Lepetit, Julien (ed.) Water and Climate: Policy Implementation Challenges - 2nd Practical Responses to Climate Change Conference 2012. Canberra, Australia 01 - 03 May 2012 Australia.
Application of hybrid artificial neural network algorithm for the prediction of Standardized Precipitation Index
Dayal, Kavina S., Deo, Ravinesh C. and Apan, Armando A.. 2016. "Application of hybrid artificial neural network algorithm for the prediction of Standardized Precipitation Index." 2016 IEEE Region 10 International Conference: Technologies for Smart Nation (TENCON 2016). Singapore 22 - 25 Nov 2016 Singapore. https://doi.org/10.1109/TENCON.2016.7848588
Effects of regional climate change on brown rust disease in winter wheat
Junk, J., Kouadio, L., Delfosse, P. and El Jarroudi, M.. 2016. "Effects of regional climate change on brown rust disease in winter wheat." Climatic Change: an interdisciplinary, international journal devoted to the description, causes and implications of climatic change. 135 (3-4), pp. 439-451. https://doi.org/10.1007/s10584-015-1587-8
Integrating the impact of wheat fungal diseases in the Belgian crop yield forecasting system (B-CYFS)
El Jarroudi, Moussa, Kouadio, Louis, Bertrand, Martin, Curnel, Yannick, Giraud, Frederic, Delfosse, Philippe, Hoffmann, Lucien, Oger, Robert and Tychon, Bernard. 2012. "Integrating the impact of wheat fungal diseases in the Belgian crop yield forecasting system (B-CYFS)." European Journal of Agronomy. 40, pp. 8-17. https://doi.org/10.1016/j.eja.2012.02.003
Estimating regional wheat yield from the shape of decreasing curves of green area index temporal profiles retrieved from MODIS data
Kouadio, Louis, Duveiller, Gregory, Djaby, Bakary, El Jarroudi, Moussa, Defourny, Pierre and Tychon, Bernard. 2012. "Estimating regional wheat yield from the shape of decreasing curves of green area index temporal profiles retrieved from MODIS data." International Journal of Applied Earth Observation and Geoinformation. 18 (1), pp. 111-118. https://doi.org/10.1016/j.jag.2012.01.009
An innovative systematic approach to internalize external costs of salinization in major irrigated systems
Mushtaq, Shahbaz and Bundschuh, Jochen. 2016. "An innovative systematic approach to internalize external costs of salinization in major irrigated systems." Groundwater for Sustainable Development. 2-3, pp. 16-26. https://doi.org/10.1016/j.gsd.2016.05.002
Rationalising water policy and the institutional and water governance arrangements in Sao Paulo, Brazil
Barbosa, Marina Costa, Mushtaq, Shahbaz and Alam, Khorshed. 2016. "Rationalising water policy and the institutional and water governance arrangements in Sao Paulo, Brazil." Water Policy. 18 (6), pp. 1353-1366. https://doi.org/10.2166/wp.2016.233
Vulnerability to climatic change in riparian char and river-bank households in Bangladesh: implication for policy, livelihoods and social development
Alam, G.M. Monirul, Alam, Khorshed, Mushtaq, Shahbaz and Clarke, Michele L.. 2017. "Vulnerability to climatic change in riparian char and river-bank households in Bangladesh: implication for policy, livelihoods and social development." Ecological Indicators. 72, pp. 23-32. https://doi.org/10.1016/j.ecolind.2016.06.045
Potential international markets for GM reproductive frost management technologies for wheat: cost-benefit analysis - final technical report
Mushtaq, Shahbaz, Christopher, Mandy and An-Vo, Duc-Anh. 2016. Potential international markets for GM reproductive frost management technologies for wheat: cost-benefit analysis - final technical report. Australia. Grains Research and Development Corporation.
Influence of institutional access and social capital on adaptation decision: Empirical evidence from hazard-prone rural households in Bangladesh
Alam, G.M. Monirul, Alam, Khorshed and Mushtaq, Shahbaz. 2016. "Influence of institutional access and social capital on adaptation decision: Empirical evidence from hazard-prone rural households in Bangladesh." Ecological Economics. 130, pp. 243-251. https://doi.org/10.1016/j.ecolecon.2016.07.012
Empowering women through entrepreneurship, innovation and business sustainability in Pakistan
Wiesner, Retha and Mushtaq, Shahbaz. 2014. Empowering women through entrepreneurship, innovation and business sustainability in Pakistan. Toowoomba, Australia. University of Southern Queensland.
Do single, double or triple fungicide sprays differentially affect the grain quality in winter wheat?
El Jarroudi, Moussa, Kouadio, Louis, Junk, Jurgen, Beyer, Marco, Pasquali, Matias, Bock, Clive and Delfosse, Philippe. 2015. "Do single, double or triple fungicide sprays differentially affect the grain quality in winter wheat?" Field Crops Research. 183, pp. 257-266. https://doi.org/10.1016/j.fcr.2015.08.012
Estimating the value of conjunctive water use at a system-level using nonlinear programing model
An-Vo, Duc-Anh, Mushtaq, Shahbaz and Reardon-Smith, Kathryn. 2015. "Estimating the value of conjunctive water use at a system-level using nonlinear programing model." Journal of Economic and Social Policy. 17 (2), pp. [163]-[182].
The effectiveness and need for flash flood warning systems in a regional inland city in Australia
Nieland, Carlette and Mushtaq, Shahbaz. 2016. "The effectiveness and need for flash flood warning systems in a regional inland city in Australia." Natural Hazards. 80 (1), pp. 153-171. https://doi.org/10.1007/s11069-015-1962-9
Economic impact of frost in the Australian wheatbelt
An-Vo, D.-A., Mushtaq, S., Zheng, B., Christopher, J. T., Chapman, S. and Chenu, K.. 2015. "Economic impact of frost in the Australian wheatbelt." Tropical Agriculture Conference 2015: Meeting the Productivity Challenge in the Tropics (TropAg2015). Brisbane, Australia 16 - 18 Nov 2015
Prediction of SPEI using MLR and ANN: a case study for Wilsons Promontory Station in Victoria
Mouatadid, Soukayna, Deo, Ravinesh C. and Adamowski, Jan F.. 2015. "Prediction of SPEI using MLR and ANN: a case study for Wilsons Promontory Station in Victoria." Guerrero, Juan E. (ed.) 2015 IEEE 14th International Conference on Machine Learning and Applications. Miami, United States of America 09 - 11 Dec 2015 United States. https://doi.org/10.1109/ICMLA.2015.87
Statistical downscaling of climate change scenarios of rainfall and temperature over Indira Sagar Canal Command area in Madhya Pradesh, India
Shukla, Rituraj, Deo, Ravinesh and Khare, Deepak. 2015. "Statistical downscaling of climate change scenarios of rainfall and temperature over Indira Sagar Canal Command area in Madhya Pradesh, India." Guerrero, Juan E. (ed.) 2015 IEEE 14th International Conference on Machine Learning and Applications. Miami, United States of America 09 - 11 Dec 2015 USA. https://doi.org/10.1109/ICMLA.2015.75
Trade-offs and synergies between water and energy use in rural Australia
Mushtaq, Shahbaz, Maraseni, Tek N. and Reardon-Smith, Kathryn. 2015. "Trade-offs and synergies between water and energy use in rural Australia." Pittock, Jamie, Hussey, Karen and Dovers, Stephen (ed.) Climate, energy and water: managing trade-offs, seizing opportunities. New York, USA. Cambridge University Press. pp. 123-140
Robusta coffee model: an integrated model for coffee production at a regional scale
Kouadio, Louis, Stone, Roger, Tixier, Philippe, Mushtaq, Shahbaz and Marcussen, Torben. 2015. "Robusta coffee model: an integrated model for coffee production at a regional scale." Tropical Agriculture Conference 2015: Meeting the Productivity Challenge in the Tropics (TropAg2015). Brisbane, Australia 16 - 18 Nov 2015
Exploring the potential impacts of climate variability on spring wheat yield with the APSIM decision support tool
Kouadio, Louis, Newlands, Nathaniel, Potgieter, Andries, McLean, Greg and Hill, Harvey. 2015. "Exploring the potential impacts of climate variability on spring wheat yield with the APSIM decision support tool." Agricultural Sciences. 6 (7), pp. 686-698. https://doi.org/10.4236/as.2015.67066
Water policy implementation in the state of São Paulo, Brazil: key challenges and opportunities
Barbosa, Marina Costa, Alam, Khorshed and Mushtaq, Shahbaz. 2016. "Water policy implementation in the state of São Paulo, Brazil: key challenges and opportunities." Environmental Science and Policy. 60, pp. 11-18. https://doi.org/10.1016/j.envsci.2016.02.017
Quantifying the response of cotton production in eastern Australia to climate change
Williams, Allyson, White, Neil, Mushtaq, Shahbaz, Cockfield, Geoff, Power, Brendan and Kouadio, Louis. 2015. "Quantifying the response of cotton production in eastern Australia to climate change." Climatic Change: an interdisciplinary, international journal devoted to the description, causes and implications of climatic change. 129 (1-2), pp. 183-196. https://doi.org/10.1007/s10584-014-1305-y
Monthly prediction of air temperature in Australia and New Zealand with machine learning algorithms
Salcedo-sanz, S., Deo, R. C., Carro-Calvo, L. and Saavedra-Moreno, B.. 2016. "Monthly prediction of air temperature in Australia and New Zealand with machine learning algorithms." Theoretical and Applied Climatology. 125 (1-2), pp. 13-25. https://doi.org/10.1007/s00704-015-1480-4
Evaluation of the integrated Canadian crop yield forecaster (ICCYF) model for in-season prediction of crop yield across the Canadian agricultural landscape
Chipanshi, Aston, Zhang, Yinsuo, Kouadio, Louis, Newlands, Nathaniel, Davidson, Andrew, Hill, Harvey, Warren, Richard, Qian, Budong, Daneshfar, Bahram, Bedard, Frederic and Reichert, Gordon. 2015. "Evaluation of the integrated Canadian crop yield forecaster (ICCYF) model for in-season prediction of crop yield across the Canadian agricultural landscape." Agricultural and Forest Meteorology. 206, pp. 137-150. https://doi.org/10.1016/j.agrformet.2015.03.007
A comparison between visual estimates and image analysis measurements to determine Septoria leaf blotch severity in winter wheat
El Jarroudi, M., Kouadio, A. L., Mackels, C., Tychon, B., Delfosse, P. and Bock, C. H.. 2015. "A comparison between visual estimates and image analysis measurements to determine Septoria leaf blotch severity in winter wheat." Plant Pathology. 64 (2), pp. 355-364. https://doi.org/10.1111/ppa.12252
Building capacity for assessing spatial-based sustainability metrics in agriculture
Kouadio, Louis and Newlands, Nathaniel K.. 2015. "Building capacity for assessing spatial-based sustainability metrics in agriculture." Decision Analytics. 2 (2). https://doi.org/10.1186/s40165-015-0011-9
Projection of heat wave mortality related to climate change in Korea
Kim, Do-Woo, Deo, Ravinesh C., Chung, Jea-Hak and Lee, Jong-Seol. 2016. "Projection of heat wave mortality related to climate change in Korea." Natural Hazards. 80 (1), pp. 623-637. https://doi.org/10.1007/s11069-015-1987-0
Estimation of monthly evaporative loss using relevance vector machine, extreme learning machine and multivariate adaptive regression spline models
Deo, Ravinesh C., Samui, Pijush and Kim, Dookie. 2016. "Estimation of monthly evaporative loss using relevance vector machine, extreme learning machine and multivariate adaptive regression spline models." Stochastic Environmental Research and Risk Assessment. 30 (6), pp. 1769-1784. https://doi.org/10.1007/s00477-015-1153-y
Nonlinear Optimisation Using Production Functions to Estimate Economic Benefit of Conjunctive Water Use for Multicrop Production
An-Vo, D.-A., Mushtaq, S., Nguyen-Ky, T., Bundschuh, J., Tran-Cong, T., Maraseni, T. N. and Reardon-Smith, K.. 2015. "Nonlinear Optimisation Using Production Functions to Estimate Economic Benefit of Conjunctive Water Use for Multicrop Production." Water Resources Management. 29 (7), pp. 2153-2170. https://doi.org/10.1007/s11269-015-0933-y
Low-cost low-enthalpy geothermal heat for freshwater production: innovative applications using thermal desalination processes
Bundschuh, Jochen, Ghaffour, Noreddine, Mahmoudi, Hacene, Goosen, Mattheus, Mushtaq, Shahbaz and Hoinkis, Jan. 2015. "Low-cost low-enthalpy geothermal heat for freshwater production: innovative applications using thermal desalination processes." Renewable and Sustainable Energy Reviews. 43, pp. 196-206. https://doi.org/10.1016/j.rser.2014.10.102
Economics of a decision–support system for managing the main fungal diseases of winter wheat in the Grand-Duchy of Luxembourg
El Jarroudi, Moussa, Kouadio, Louis, Beyer, Marco, Junk, Jurgen, Hoffmann, Lucien, Tychon, Bernard, Maraite, Henri, Bock, Clive H. and Delfosse, Philippe. 2015. "Economics of a decision–support system for managing the main fungal diseases of winter wheat in the Grand-Duchy of Luxembourg." Field Crops Research. 172, pp. 32-41. https://doi.org/10.1016/j.fcr.2014.11.012
Numerical modelling of the velocity field of a plane jet flow at moderate jet exit Reynolds numbers
Mossad, Ruth and Deo, Ravinesh C.. 2015. "Numerical modelling of the velocity field of a plane jet flow at moderate jet exit Reynolds numbers." Solnordal, C. B., Liovic, P., Delaney, G. W., Cummins, S. J., Schwarz, M. P. and Witt, P. J. (ed.) 11th International Conference on CFD in the Minerals and Process Industries. Melbourne, Australia 07 - 09 Dec 2015 Melbourne, Australia.
Virtual discussions to support climate risk decision making on farms
Reardon-Smith, Kate, Mushtaq, Shahbaz, Farley, Helen S., Cliffe, Neil, Stone, Roger C., Ostini, Jenny, Doyle, Joanne, Martin, Neil, Loch, Adam, Maraseni, Tek, Marcussen, Torben and Lindesay, Janette. 2015. "Virtual discussions to support climate risk decision making on farms." Journal of Economic and Social Policy. 17 (2).
Putting virtual worlds to work to support improved climate risk decision-making on real world farms
Reardon-Smith, Kate, Mushtaq, Shahbaz, Stone, Roger, Cliffe, Neil, Farley, Helen, Ostini, Jenny, Doyle, Joanne, Martin, Neil and Loch, Adam. 2015. "Putting virtual worlds to work to support improved climate risk decision-making on real world farms." 2nd International Conference on Global Food Security. Cornell University, Ithaca, United States 11 - 14 Oct 2015
Disease Severity Estimates-Effects of Rater Accuracy and Assessment Methods for Comparing Treatments
Bock, C. H., El Jarroudi, M., Kouadio, L. A., Mackels, C., Chiang, K.-S. and Delfosse, P.. 2015. "Disease Severity Estimates-Effects of Rater Accuracy and Assessment Methods for Comparing Treatments." Plant Disease. 99 (8), pp. 1104-1112. https://doi.org/10.1094/PDIS-09-14-0925-RE
On the new concept of the available water climatology and its application
Byun, H. R., Kim, D. W., Choi, K. S., Deo, R. C., Lee, S. M., Park, C. K., Kwon, S. H., Kim, G. B. and Kwon, H. N.. 2014. "On the new concept of the available water climatology and its application." American Geophysical Union, Fall Meeting 2014. San Francisco, United States 15 - 19 Dec 2014 San Francisco, USA.
A real-time flood monitoring index based on daily effective precipitation and its application to Brisbane and Lockyer Valley flood events
Deo, Ravinesh C., Byun, Hi-Ryong, Adamowski, Jan F. and Kim, Do-Woo. 2015. "A real-time flood monitoring index based on daily effective precipitation and its application to Brisbane and Lockyer Valley flood events." Water Resources Management. 29 (11), pp. 4075-4093. https://doi.org/10.1007/s11269-015-1046-3
Groundwater governance in a water-starved country: public policy, farmers' perceptions and drivers of tubewell adoption in Balochistan, Pakistan
Khair, Syed Mohammad, Mushtaq, Shahbaz and Reardon-Smith, Kathryn. 2015. "Groundwater governance in a water-starved country: public policy, farmers' perceptions and drivers of tubewell adoption in Balochistan, Pakistan." Ground Water. 53 (4), pp. 626-637. https://doi.org/10.1111/gwat.12250
Towards a sustainable energy technologies based agriculture
Bundschuh, Jochen, Chen, Guangnan and Mushtaq, Shahbaz. 2014. "Towards a sustainable energy technologies based agriculture." Bundschuh, Jochen and Chen, Guangnan (ed.) Sustainable energy solutions in agriculture: sustainable energy developments. London, United Kingdom. CRC Press. pp. 3-15
Virtual world technologies to enhance climate risk management on Australian sugar cane farms
Reardon-Smith, Kate, Mushtaq, Shahbaz, Stone, Roger, Cliffe, Neil, Farley, Helen, Ostini, Jenny, Doyle, Joanne, Martin, Neil, Maraseni, Tek, Marcussen, Torben, Loch, Adam and Lindesay, Janette. 2014. "Virtual world technologies to enhance climate risk management on Australian sugar cane farms." Climate Adaptation (NCCARF 2014): Future Challenges. Gold Coast, Australia 30 Sep - 02 Oct 2014 Gold Coast, Australia.
Application of the artificial neural network model for prediction of monthly standardized precipitation and evapotranspiration index using hydrometeorological parameters and climate indices in eastern Australia
Deo, Ravinesh C. and Sahin, Mehmet. 2015. "Application of the artificial neural network model for prediction of monthly standardized precipitation and evapotranspiration index using hydrometeorological parameters and climate indices in eastern Australia." Atmospheric Research. 161-162, pp. 65-81. https://doi.org/10.1016/j.atmosres.2015.03.018
Integrated assessment of water-energy-GHG emissions tradeoffs in an irrigated lucerne production system in eastern Australia
Mushtaq, S., Maraseni, T. N., Reardon-Smith, K., Bundschuh, J. and Jackson, T.. 2015. "Integrated assessment of water-energy-GHG emissions tradeoffs in an irrigated lucerne production system in eastern Australia." Journal of Cleaner Production. 103, pp. 491-498. https://doi.org/10.1016/j.jclepro.2014.05.037
Reconfiguring agriculture through the relocation of production systems for water, environment and food security under climate change
Mushtaq, S., White, N., Cockfield, G., Power, B. and Jakeman, G.. 2015. "Reconfiguring agriculture through the relocation of production systems for water, environment and food security under climate change." The Journal of Agricultural Science. 153 (5), pp. 779-797. https://doi.org/10.1017/S0021859614001117
Assessing the Performance of MODIS NDVI and EVI for Seasonal Crop Yield Forecasting at the Ecodistrict Scale
Kouadio, Louis, Newlands, Nathaniel K., Davidson, Andrew, Zhang, Yinsuo and Chipanshi, Aston. 2014. "Assessing the Performance of MODIS NDVI and EVI for Seasonal Crop Yield Forecasting at the Ecodistrict Scale." Remote Sensing. 6 (10), pp. 10193-10214. https://doi.org/10.3390/rs61010193
Re-evaluating the rationale for irrigation technology adoption through an integrated trade-off analysis: case study of a cotton farming system in Australia
Maraseni, T. N., Mushtaq, S. and Reardon-Smith, K.. 2014. "Re-evaluating the rationale for irrigation technology adoption through an integrated trade-off analysis: case study of a cotton farming system in Australia." Journal of Water and Climate Change. 5 (3), pp. 328-340. https://doi.org/10.2166/wcc.2014.046
Brown rust disease control in winter wheat: II. Exploring the optimization of fungicide sprays through a decision support system
El Jarroudi, Moussa, Kouadio, Louis, Giraud, Frederic, Delfosse, Philippe and Tychon, Bernard. 2014. "Brown rust disease control in winter wheat: II. Exploring the optimization of fungicide sprays through a decision support system." Environmental Science and Pollution Research. 21 (7), pp. 4809-4818. https://doi.org/10.1007/s11356-014-2557-9
Brown rust disease control in winter wheat: I. Exploring an approach for disease progression based on night weather conditions
El Jarroudi, Moussa, Kouadio, Louis, Delfosse, Philippe and Tychon, Bernard. 2014. "Brown rust disease control in winter wheat: I. Exploring an approach for disease progression based on night weather conditions." Environmental Science and Pollution Research. 21 (7), pp. 4797-4808. https://doi.org/10.1007/s11356-013-2463-6
Diagnosis of flood events in Brisbane (Australia) using a flood index based on daily effective precipitation
Deo, R. C., Byun, H. R., Adamowski, J. F. and Kim, D. W.. 2014. "Diagnosis of flood events in Brisbane (Australia) using a flood index based on daily effective precipitation." International Conference on Analysis and Management of Changing Risks for Natural Hazards (2014). Padua, Italy Padua, Italy.
The water impacts of climate change mitigation measures
Wallis, Philip J., Ward, Michael B., Pittock, Jamie, Hussey, Karen, Bamsey, Howard, Denis, Amandine, Kenway, Steven J., King, Carey W., Mushtaq, Shahbaz, Retamal, Monique L. and Spies, Brian R.. 2014. "The water impacts of climate change mitigation measures." Climatic Change: an interdisciplinary, international journal devoted to the description, causes and implications of climatic change. 125 (2), pp. 209-220. https://doi.org/10.1007/s10584-014-1156-6
An integrated, probabilistic model for improved seasonal forecasting of agricultural crop yield under environmental uncertainty
Newlands, Nathaniel K., Zamar, David S., Kouadio, Louis A., Zhang, Yinsuo, Chipanshi, Aston, Potgieter, Andries, Toure, Souleymane and Hill, Harvey S. J.. 2014. "An integrated, probabilistic model for improved seasonal forecasting of agricultural crop yield under environmental uncertainty." Frontiers in Environmental Science. 2, pp. 1-21. https://doi.org/10.3389/fenvs.2014.00017
The development of virtual world tools to enhance learning and real world decision making in the Australian sugar farming industry
Reardon-Smith, Kathryn, Farley, Helen, Cliffe, Neil, Mushtaq, Shahbaz, Stone, Roger, Doyle, Joanne, Martin, Neil, Ostini, Jenny, Maraseni, Tek, Marcussen, Torben, Loch, Adam and Lindesay, Janette. 2014. "The development of virtual world tools to enhance learning and real world decision making in the Australian sugar farming industry." International Journal of Advanced Corporate Learning. 7 (3), pp. 17-23. https://doi.org/10.3991/ijac.v7i3.4002
Application of the extreme learning machine algorithm for the prediction of monthly Effective Drought Index in eastern Australia
Deo, Ravinesh C. and Sahin, Mehmet. 2015. "Application of the extreme learning machine algorithm for the prediction of monthly Effective Drought Index in eastern Australia." Atmospheric Research. 153, pp. 512-525. https://doi.org/10.1016/j.atmosres.2014.10.016
Drought prediction till 2100 under RCP 8.5 climate change scenarios for Korea
Park, Chang-Kyun, Byun, Hi-Ryong, Deo, Ravinesh and Lee, Bo-Ra. 2015. "Drought prediction till 2100 under RCP 8.5 climate change scenarios for Korea." Journal of Hydrology. 526, pp. 221-230. https://doi.org/10.1016/j.jhydrol.2014.10.043
A comparison of raters and disease assessment methods for estimating disease severity for purposes of hypothesis testing
Bock, Clive, El Jarroudi, Moussa, Kouadio, Louis, Mackels, Christophe, Chiang, Kuo-Szu and Delfosse, Philippe. 2014. "A comparison of raters and disease assessment methods for estimating disease severity for purposes of hypothesis testing." Phytopathology: International Journal of the American Phytopathological Society. 104 (11), pp. 15-16.
Importance of a well-distributed frequency of measurements in the senescence monitoring of winter wheat and yield estimates
Kouadio, Louis, Djaby, Bakary, El Jarroudi, Moussa and Tychon, Bernard. 2012. "Importance of a well-distributed frequency of measurements in the senescence monitoring of winter wheat and yield estimates." Journal of Agricultural Science and Technology . 2 (12), pp. 1203-1213.
Estimating winter wheat yield through the decreasing phase of its green area [Cinetique de decroissance de la surface verte et estimation du rendement du ble d'hiver]
Kouadio, Amani Louis, Djaby, Bakary, Duveiller, Gregory, El Jarroudi, Moussa and Tychon, Bernard. 2012. "Estimating winter wheat yield through the decreasing phase of its green area [Cinetique de decroissance de la surface verte et estimation du rendement du ble d'hiver]." Biotechnology, Agronomy, Society and Environment. 16 (2), pp. 179-191.
Typology of the main fungal diseases affecting winter wheat in the Grand Duchy of Luxembourg
El Jarroudi, Moussa, Kouadio, Louis, Delfosse, Philippe, Giraud, Frederic, Junk, Jurgen, Hoffmann, Lucien, Maraite, Henri and Tychon, Bernard. 2012. "Typology of the main fungal diseases affecting winter wheat in the Grand Duchy of Luxembourg." Journal of Agricultural Science and Technology . 2 (12), pp. 1386-1399.
Spatial distribution of calibrated WOFOST parameters and their influence on the performances of a regional yield forecasting system
Djaby, Bakary, de Wit, Allard, Kouadio, Louis, El Jarroudi, Moussa and Tychon, Bernard. 2013. "Spatial distribution of calibrated WOFOST parameters and their influence on the performances of a regional yield forecasting system." Sustainable Agriculture Research. 2 (4), pp. 12-29. https://doi.org/10.5539/sar.v2n4p12
Influence of sidewalls on the centerline small-scale turbulence of a turbulent high-aspect-ratio rectangular jet
Liu, Y., Zhang, J., Deo, R., Mi, J., Nathan, G. J. and Zhu, R.. 2014. "Influence of sidewalls on the centerline small-scale turbulence of a turbulent high-aspect-ratio rectangular jet." Experimental Thermal and Fluid Science. 58, pp. 139-144. https://doi.org/10.1016/j.expthermflusci.2014.06.021
Using a virtual world to enable real world decision making
Reardon-Smith, Kate, Farley, Helen, Stone, Roger, Mushtaq, Shahbaz, Cliffe, Neil, Doyle, Joanne, Martin, Neil, Maraseni, Tek, Marcussen, Torben, Lindesay, Janette, Loch, Adam and Kealley, Matt. 2013. "Using a virtual world to enable real world decision making." Lamb, David (ed.) 1st Digital Rural Futures Conference: Smart Farms - Smart Regions (DRF 2013). Armidale, Australia 26 - 28 Jun 2013 Armidale, Australia.
Extending extension: virtual shed meetings in a digital age
Farley, Helen, Reardon-Smith, Kate, Mushtaq, Shahbaz, Cliffe, Neil, Lindesay, Janette and Loch, Adam. 2013. "Extending extension: virtual shed meetings in a digital age." Lamb, David (ed.) 1st Digital Rural Futures Conference: Smart Farms - Smart Regions (DRF 2013). Armidale, Australia 26 - 28 Jun 2013 Armidale, Australia.
Comparative analysis of turbulent plane jets from a sharp-edged orifice, a beveled-edge orifice and a radially contoured nozzle
Deo, Ravinesh C.. 2013. "Comparative analysis of turbulent plane jets from a sharp-edged orifice, a beveled-edge orifice and a radially contoured nozzle." International Journal of Mechanical, Industrial Science and Engineering. 7 (12), pp. 1471-1480.
Exploring synergies and tradeoffs: energy, water, and economic implications of water reuse in rice-based irrigation systems
Hafeez, Mohsin, Bundschuh, Jochen and Mushtaq, Shahbaz. 2014. "Exploring synergies and tradeoffs: energy, water, and economic implications of water reuse in rice-based irrigation systems." Applied Energy. 114, pp. 889-900. https://doi.org/10.1016/j.apenergy.2013.08.051
The role of nozzle-exit conditions on the flow field of a plane jet
Deo, Ravinesh C.. 2013. "The role of nozzle-exit conditions on the flow field of a plane jet." International Journal of Mechanical, Industrial Science and Engineering. 7 (12), pp. 1059-1069.
Disease severity assessment in epidemiological studies: accuracy and reliability of visual estimates of Septoria leaf blotch (SLB) in winter wheat
El Jarroudi, Moussa, Kouadio, Louis, Mackels, Christophe, Tychon, Bernard, Delfosse, Philippe and Bock, Clive H.. 2014. "Disease severity assessment in epidemiological studies: accuracy and reliability of visual estimates of Septoria leaf blotch (SLB) in winter wheat." 2014 APS-CPS Joint Meeting. Minneapolis, United States of America 09 - 13 Aug 2014 United States. American Phytopathological Society. https://doi.org/10.1094/PHYTO-104-11-S3.1
A blueprint for sustainable groundwater management in Balochistan, Pakistan
Mushtaq, Shahbaz, Reardon-Smith, Kathryn, Stone, Roger and Khair, Syed Mohammad. 2013. "A blueprint for sustainable groundwater management in Balochistan, Pakistan." Griffiths, Jacqui and Lambert, Rebecca (ed.) Free flow: reaching water security through cooperation . Paris, France. UNESCO . pp. 222-224
Similarity analysis of the momentum field of a subsonic, plane air jet with varying jet-exit and local Reynolds numbers
Deo, Ravinesh C., Nathan, Graham J. and Mi, Jianchun. 2013. "Similarity analysis of the momentum field of a subsonic, plane air jet with varying jet-exit and local Reynolds numbers." Physics of Fluids. 25 (1). https://doi.org/10.1063/1.4776782
Trialling a web-based 'discussion-support' tool in the Australian sugar industry: stakeholder responses are encouraging
Cliffe, Neil, Stone, Roger, Coutts, Jeff, Mushtaq, Shahbaz and Reardon-Smith, Kathryn. 2013. "Trialling a web-based 'discussion-support' tool in the Australian sugar industry: stakeholder responses are encouraging." Westbrooke, Victoria (ed.) Australia-Pacific Extension Network International Conference (APEN ICNZ 2013): Transformative Change: Chosen or Unchosen Pathways to Innovation, Resilience and Prosperity . Christchurch, New Zealand 26 - 28 Aug 2013
Modelling interactions between farm-level structural adjustment and a regional economy: a case of the Australian rice industry
Mushtaq, Shahbaz, Cockfield, Geoff, White, Neil and Jakeman, Guy. 2014. "Modelling interactions between farm-level structural adjustment and a regional economy: a case of the Australian rice industry." Agricultural Systems. 123, pp. 34-42. https://doi.org/10.1016/j.agsy.2013.08.010
A rural agricultural-sustainable energy community model and its application to Felton Valley, Australia
Berrill, T., Reardon-Smith, K., McCreath, R., Mushtaq, S. and Bundschuh, J.. 2013. "A rural agricultural-sustainable energy community model and its application to Felton Valley, Australia ." Yan, J. (ed.) 5th International Conference on Applied Energy (ICAE 2013). Pretoria, South Africa 01 - 04 Jul 2013
Climate risk management through structural adjustment and regional relocation: a case of rice industry in Australia
Mushtaq, Shahbaz. 2011. "Climate risk management through structural adjustment and regional relocation: a case of rice industry in Australia." Hemming, Deborah and Martinez, Rodney (ed.) Symposium on Climate Risk Management (CRM 2011). Guayaquil, Ecuador 10 - 12 Oct 2011 Geneva, Switzerland.
The tradeoffs between water savings and GHG emissions in irrigated agriculture
Mushtaq, Shahbaz, Maraseni, Tek and Reardon-Smith, Kate. 2013. "The tradeoffs between water savings and GHG emissions in irrigated agriculture." Quarisa, Iva (ed.) Irrigation Australia Regional Conference 2013: Sharing Irrigation Knowledge for Better Outcomes. Griffith, Australia 28 - 30 May 2013 Sydney, Australia.
Food and water security issues - Australia
Stone, Roger C. and Mushtaq, Shahbaz. 2012. "Food and water security issues - Australia." Symposium on Synergistic Approaches to Food and Water Security (ISSAFWS 2012). Fairfax, United States 17 - 19 Oct 2012 Fairfax, VA. United States.
Improving climate risk management at local level – techniques, case studies, good practices and guidelines for World Meteorological Organization members
Martinez, R., Hemming, D., Malone, L., Bermudez, N., Cockfield, G., Diongue, A., Hansen, J., Hildebrand, A., Ingram, K., Jakeman, G., Kadi, M., McGregor, G. R., Mushtaq, S., Rao, P., Pulwarty, R., Ndiaye, O., Srinivasan, G., Seck, Eh., White, N. and Zougmore, R.. 2012. "Improving climate risk management at local level – techniques, case studies, good practices and guidelines for World Meteorological Organization members." Banaitiene, Nerija (ed.) Risk management - current issues and challenges. Rijeka, Croatia. InTech Europe. pp. 477-532
Supporting decision-making in the sugar industry with integrated seasonal climate forecasting
Stone, Roger C., Mushtaq, Shahbaz, Marcussen, Torben, Cliffe, Neil, Brunton, Lynda and Everingham, Yvette. 2012. "Supporting decision-making in the sugar industry with integrated seasonal climate forecasting." Global Framework for Climate Services User Conference (GFCS 2012): A Dialogue for Climate Services Users and Providers: Towards Implementation of the GFCS. Geneva, Switzerland 26 - 27 Oct 2012 Geneva, Switzerland.
Climate change and water security: estimating the greenhouse gas costs of achieving water security through investments in modern irrigation technology
Mushtaq, S., Maraseni, T. N. and Reardon-Smith, K.. 2013. "Climate change and water security: estimating the greenhouse gas costs of achieving water security through investments in modern irrigation technology." Agricultural Systems. 117, pp. 78-89. https://doi.org/10.1016/j.agsy.2012.12.009
Profitability of using warning system for foliar disease of wheat in the Grand-Duchy of Luxembourg
El Jarroudi, M., Kouadio, L., Beyer, M., Tychon, B. and Delfosse, P.. 2013. "Profitability of using warning system for foliar disease of wheat in the Grand-Duchy of Luxembourg." 2013 APS-MSA Joint Meeting. United States 10 - 14 Aug 2013 United States. American Phytopathological Society. https://doi.org/10.1094/PHYTO-103-6-S2.1
Supporting decision-making in the sugar industry with integrated seasonal climate forecasting
Stone, Roger C., Cliffe, Neil, Mushtaq, Shahbaz and Everingham, Yvette. 2012. "Supporting decision-making in the sugar industry with integrated seasonal climate forecasting." Climate exchange, 2nd ed.. Geneva, Switzerland . Tudor Rose. pp. 46-49
Insurance innovations and incentives for adaptation using weather reanalysis tools for contract pricing
Burton, D., Best, P., Fairweather, H. and Mushtaq, S.. 2012. "Insurance innovations and incentives for adaptation using weather reanalysis tools for contract pricing." Climate Adaptation in Action 2012: Sharing Knowledge to Adapt (NCCARF 2012). Melbourne, Australia 26 - 28 Jun 2012 Brisbane, Australia.
Relocation of intensive agriculture to northern Queensland: the cotton industry
White, Neil, Mushtaq, Shahbaz, Cockfield, Geoff and Power, Brendan. 2012. Relocation of intensive agriculture to northern Queensland: the cotton industry. Toowoomba, Australia. University of Southern Queensland.
Relocation of intensive agriculture to northern Australia: the case of the rice industry
Cockfield, Geoff, Mushtaq, Shahbaz and White, Neil. 2012. Relocation of intensive agriculture to northern Australia: the case of the rice industry. Toowoomba, Australia. University of Southern Queensland.
Climate variability analysis for Diuron application
Mushtaq, Shahbaz, Stone, Roger, Marcussen, Torben, Pudmenzky, Christa and Maraseni, Tek. 2012. Climate variability analysis for Diuron application. Toowoomba, Australia. University of Southern Queensland.
Feasibility of Box Creek salinity management to achieve salinity benefits for the Murray River
Khan, Shahbaz, Asghar, Nadeem, Zirilli, Johnny, Mushtaq, Shahbaz and Ahmad, Aftab. 2007. Feasibility of Box Creek salinity management to achieve salinity benefits for the Murray River. Wagga Wagga, Australia. Charles Sturt University.
Agricultural resilience to extreme weather events: taking stock of and reanalysing dependencies and history in climate risk management
Best, Peter, Mushtaq, Shahbaz and Stone, Roger. 2009. "Agricultural resilience to extreme weather events: taking stock of and reanalysing dependencies and history in climate risk management." 2009 International Workshop on the Content, Communication and Use of Weather and Climate Products and Services to Sustainable Agriculture (WMO 2009). Toowoomba, Australia 18 - 20 May 2009 Geneva, Switzerland .
Modelling impacts of vegetation cover change on regional climate
McAlpine, Clive A., Syktus, Jozef I., Deo, Ravinesh C., Lawrence, Peter J., McGowan, Hamish A., Watterson, Ian G. and Phinn, Stuart R.. 2009. Modelling impacts of vegetation cover change on regional climate. Canberra, Australia. Land and Water Australia.
Plausible futures for regional development and structural adjustment under climate change: a case of the rice industry in Australia
Mushtaq, S., Cockfield, G., White, N. and Jakeman, G.. 2012. "Plausible futures for regional development and structural adjustment under climate change: a case of the rice industry in Australia." Lepetit, Julien (ed.) Water and Climate: Policy Implementation Challenges - 2nd Practical Responses to Climate Change Conference 2012. Canberra, Australia 01 - 03 May 2012 Canberra, Australia.
Stakeholders' engagement and interaction as paths for better water planning and management: experiences under the development of the Murray-Darling Basin Plan
Barbosa, Marina Costa, Mushtaq, S. and Alam, K.. 2012. "Stakeholders' engagement and interaction as paths for better water planning and management: experiences under the development of the Murray-Darling Basin Plan." Lepetit, Julien (ed.) Water and Climate: Policy Implementation Challenges - 2nd Practical Responses to Climate Change Conference 2012. Canberra, Australia 01 - 03 May 2012 Canberra, Australia.
Integrated analysis for a carbon- and water-constrained future: an assessment of drip irrigation in a lettuce production system in eastern Australia
Maraseni, T. N., Mushtaq, S. and Reardon-Smith, K.. 2012. "Integrated analysis for a carbon- and water-constrained future: an assessment of drip irrigation in a lettuce production system in eastern Australia." Journal of Environmental Management. 111, pp. 220-226. https://doi.org/10.1016/j.jenvman.2012.07.020
Evaluation of the financial impact of electricity subsidy on the returns of tubewell owners and water buyers under declining watertables in Balochistan, Pakistan
Khair, Syed M., Culas, Richard J. and Mushtaq, Shahbaz. 2012. "Evaluation of the financial impact of electricity subsidy on the returns of tubewell owners and water buyers under declining watertables in Balochistan, Pakistan." Doughney, Jamie and Hoa, Tran Van (ed.) 41st Australian Conference of Economists (ACE 2012). Melbourne, Australia 08 - 12 Jul 2012 Melbourne, Australia.
Exploring synergies between hardware and software interventions on water savings in China: farmers' response to water usage and crop production
Mushtaq, Shahbaz. 2012. "Exploring synergies between hardware and software interventions on water savings in China: farmers' response to water usage and crop production." Water Resources Management. 26 (11), pp. 3285-3300. https://doi.org/10.1007/s11269-012-0072-7
Climate and environmental risk management through structural adjustment and regional relocation: a case of rice industry in Australia
Mushtaq, S., Cockfield, G., White, N. and Jakeman, G.. 2012. "Climate and environmental risk management through structural adjustment and regional relocation: a case of rice industry in Australia." 1st National Symposium and Workshop on Environmental Science (IESM 2012): Environmental Science in a Changing Environment. Manila, Philippines 07 - 08 May 2012 Manile, Philippines.
Climate change, water security and the need for integrated policy development: the case of on-farm infrastructure investment in the Australian irrigation sector
Maraseni, T. N., Mushtaq, S. and Reardon-Smith, K.. 2012. "Climate change, water security and the need for integrated policy development: the case of on-farm infrastructure investment in the Australian irrigation sector." Environmental Research Letters. 7 (3), pp. 1-12. https://doi.org/10.1088/1748-9326/7/3/034006
Resilience, vulnerability and adaptive capacity of an inland rural town prone to flooding: a climate change adaptation case study of Charleville, Queensland, Australia
Keogh, Diane U., Apan, Armando, Mushtaq, Shahbaz, King, David and Thomas, Melanie. 2011. "Resilience, vulnerability and adaptive capacity of an inland rural town prone to flooding: a climate change adaptation case study of Charleville, Queensland, Australia." Natural Hazards. 59 (2), pp. 699-723. https://doi.org/10.1007/s11069-011-9791-y
Resilience to climate change impacts: a review of flood mitigation policy in Queensland, Australia
Thomas, Melanie, King, David, Keogh, Diane U., Apan, Armando and Mushtaq, Shahbaz. 2011. "Resilience to climate change impacts: a review of flood mitigation policy in Queensland, Australia." The Australian Journal of Emergency Management. 26 (1), pp. 8-17.
On meteorological droughts in tropical Pacific Islands: time-series analysis of observed rainfall using Fiji as a case study
Deo, Ravinesh C.. 2011. "On meteorological droughts in tropical Pacific Islands: time-series analysis of observed rainfall using Fiji as a case study." Meteorological Applications. 18 (2), pp. 171-180. https://doi.org/10.1002/met.216
Production and marketing of small ruminants in Balochistan, Pakistan: case study of Kovak and Asghara Valleys in Balochistan, Pakistan
Mushtaq, Shahbaz. 2011. Production and marketing of small ruminants in Balochistan, Pakistan: case study of Kovak and Asghara Valleys in Balochistan, Pakistan. Koln, Germany. Lambert Academic Publishing.
The economic value of improved agrometeorological information to irrigators amid climate variability
Mushtaq, Shahbaz, Chen, Charlie, Hafeez, Mohsin, Maroulis, Jerry and Gabriel, Hamza. 2012. "The economic value of improved agrometeorological information to irrigators amid climate variability." International Journal of Climatology. 32 (4), pp. 567-581. https://doi.org/10.1002/joc.2015
Groundwater markets under the water scarcity and declining watertable conditions: the upland Balochistan region of Pakistan
Khair, Syed M., Mushtaq, Shahbaz, Culas, Richard J. and Hafeez, Mohsin. 2012. "Groundwater markets under the water scarcity and declining watertable conditions: the upland Balochistan region of Pakistan." Agricultural Systems. 107 (1), pp. 21-32. https://doi.org/10.1016/j.agsy.2011.11.007
The influence of Reynolds number on a plane jet
Deo, Ravinesh C., Mi, Jianchun and Nathan, Graham J.. 2008. "The influence of Reynolds number on a plane jet." Physics of Fluids. 20 (7). https://doi.org/10.1063/1.2959171
Impact of land cover change on regional climate and El Nino in Australia
Syktus, J., Deo, R. C., McAlpine, C. A., McGowan, H. A. and Phinn, S.. 2007. "Impact of land cover change on regional climate and El Nino in Australia." Oxley, Les and Kulasiri, Don (ed.) 17th International Congress on Modelling and Simulation (MODSIM07). Christchurch, New Zealand 10 - 13 Dec 2007 Australia. Modelling and Simulation Society of Australia and New Zealand .
On Australian heat waves: time series analysis of extreme temperature events in Australia, 1950 - 2005
Deo, R. C., McAlpine, C. A., Syktus, J., McGowan, H. A. and Phinn, S.. 2007. "On Australian heat waves: time series analysis of extreme temperature events in Australia, 1950 - 2005." Oxley, Les and Kulasiri, Don (ed.) 17th International Congress on Modelling and Simulation (MODSIM07). Christchurch, New Zealand 10 - 13 Dec 2007 Australia. Modelling and Simulation Society of Australia and New Zealand .
Characterization of turbulent jets from high-aspect-ratio rectangular nozzles
Mi, J., Deo, R. C. and Nathan, G. J.. 2005. "Characterization of turbulent jets from high-aspect-ratio rectangular nozzles." Physics of Fluids. 17 (6). https://doi.org/10.1063/1.1928667
Dynamics of precipitation climatology of the Southwest Pacific Region
Deo, Ravinesh Chand. 2001. Dynamics of precipitation climatology of the Southwest Pacific Region. Masters Thesis Master of Science (Research). University of Canterbury, New Zealand.
Re-use and cyclic use of water saving in rice cultivation in gravity irrigation system of Philippines
Hafeez, M., Khan, S. and Mushtaq, S.. 2007. "Re-use and cyclic use of water saving in rice cultivation in gravity irrigation system of Philippines." 17th International Congress on Modelling and Simulation (MODSIM07). Christchurch, New Zealand 10 - 13 Dec 2007 Australia. Modelling and Simulation Society of Australia and New Zealand .
Economic viability analysis of agro-economic management of saline drainage
Hanjra, Munir, Blackwell, John and Mushtaq, Shahbaz. 2008. Economic viability analysis of agro-economic management of saline drainage. Wagga Wagga, Australia. Charles Sturt University.
The 2008 floods in Queensland: a case study of vulnerability, resilience and adaptive capacity
Apan, Armando, Keogh, Diane, King, David, Thomas, Melanie, Mushtaq, Shahbaz and Baddiley, Peter. 2010. The 2008 floods in Queensland: a case study of vulnerability, resilience and adaptive capacity. Gold Coast, Australia. National Climate Change Adaptation Research Facility (NCCARF).
Scale effects on water use efficiency and productivity: a case study from UPRIIS, Philippines
Hafeez, M. M., Khan, S. and Mushtaq, S.. 2007. "Scale effects on water use efficiency and productivity: a case study from UPRIIS, Philippines." Oxley, Les and Kulasiri, Don (ed.) 17th International Congress on Modelling and Simulation (MODSIM07). Christchurch, New Zealand 10 - 13 Dec 2007 New Zealand.
Evaluating the impact of reliable water supply in the adoption of alternate wetting and drying irrigation practice for rice in China
Mushtaq, Shahbaz, Hafeez, Mohsin and Hermawan, Agus. 2008. "Evaluating the impact of reliable water supply in the adoption of alternate wetting and drying irrigation practice for rice in China." 2008 Western Pacific Geophysics Meeting . Cairns, Australia 29 Jul - 01 Aug 2008
Climatology of tropical cyclones in the South Pacific Region and their relationships to El Niño events
Deo, Ravinesh C.. 2004. "Climatology of tropical cyclones in the South Pacific Region and their relationships to El Niño events." 16th Australia New Zealand Climate Forum: Climate and Water (ANZCF2004). Lorne, Australia 08 - 10 Nov 2004 Lorne, Vic, Australia.
Designing an evaluation of a tertiary preparatory program within the university context
Deo, Ravinesh. 2011. "Designing an evaluation of a tertiary preparatory program within the university context." PAMA 2011: Global Educators for Contemporary Learning Communities. Toowoomba, Australia 30 May - 10 Jun 2011 Toowoomba, Australia.
Forecasting water trading prices in the Murray Darling Basin
Khan, Shahbaz, Mushtaq, Shahbaz, Hanjra, Munir A. and Dassanayake, Dharma. 2007. "Forecasting water trading prices in the Murray Darling Basin." Donatelli, M., Hatfield, J. and Rizzoli, A. (ed.) International Symposium on Methodologies on Integrated Analysis on Farm Production Systems (2007). Catania, Italy 10 - 12 Sep 2007 Italy.
Evaluating the potentials of deficit irrigation as an adaptive response to climate change and environmental demand
Mushtaq, Shahbaz and Moghaddasi, Mahnoosh. 2011. "Evaluating the potentials of deficit irrigation as an adaptive response to climate change and environmental demand." Environmental Science and Policy. 14 (8), pp. 1139-1150. https://doi.org/10.1016/j.envsci.2011.07.007
Reappraisal of land and water conservation farming in slope upland areas for sustainable agriculture in Indonesia
Hermawan, Agus, Mushtaq, Shahbaz and Hafeez, Mohsin. 2008. "Reappraisal of land and water conservation farming in slope upland areas for sustainable agriculture in Indonesia." 2008 Western Pacific Geophysics Meeting . Cairns, Australia 29 Jul - 01 Aug 2008
Understanding and valuing the economic, social and environmental components of System Harmonisation
Davidson, Brian, Mushtaq, Shahbaz, Simmons, Bruce, Allan, Catherine and Regan, Peter. 2007. Understanding and valuing the economic, social and environmental components of System Harmonisation. Toowoomba, Australia. CRC for Irrigation Futures.
WaterWorks: a decision support tool for irrigation infrastructure decisions at farm level
Khan, Shahbaz, Chen, Charlie and Mushtaq, Shahbaz. 2008. "WaterWorks: a decision support tool for irrigation infrastructure decisions at farm level." 2008 Western Pacific Geophysics Meeting . Cairns, Australia 29 Jul - 01 Aug 2008
Role of aquifer storage and recovery for harmonising irrigation with environment in connected systems
Khan, Shahbaz, Rana, Tariq and Mushtaq, Shahbaz. 2006. "Role of aquifer storage and recovery for harmonising irrigation with environment in connected systems." 10th Murray-Darling Basin Groundwater Workshop: Does the Science Hold Water? . Canberra, Australia 18 - 20 Sep 2006 Canberra, ACT, Australia.
Impacts and adaptation response of infrastructure and communities to heatwaves: the southern Australian experience of 2009
Best, Peter, Marcussen, Torben, Mushtaq, Shahbaz, Stone, Roger C., Reeves, Jim, Foelz, Colleen, Grace, Peter, Loughnan, Margaret, McEvoy, Darryn, Ahmed, Ifte, Mullett, Jane, Haynes, Katharine, Bird, Deanne, Coates, Lucinda and Ling, Megan. 2010. Impacts and adaptation response of infrastructure and communities to heatwaves: the southern Australian experience of 2009. Gold Coast, Australia. National Climate Change Adaptation Research Facility (NCCARF).
Technological change in the Australian irrigation industry: implications for future resource management and policy development
Maraseni, Tek N. and Mushtaq, Shahbaz. 2011. "Technological change in the Australian irrigation industry: implications for future resource management and policy development." Thompson, Chris (ed.) Irrigation 2011: New Horizons, Fresh Ideas Regional Conference and Exhibition. Launceston, Australia 22 - 25 Aug 2011 Sydney, Australia.
Modeling the impact of historical land cover change on Australia's regional climate
McAlpine, C. A., Syktus, J., Deo, R. C., Lawrence, P. J., McGowan, H. A., Watterson, I. G. and Phinn, Stuart. 2007. "Modeling the impact of historical land cover change on Australia's regional climate." Geophysical Research Letters. 34 (22), pp. L22711-1. https://doi.org/10.1029/2007GL031524
Living with floods: an evaluation of the resettlement program of the Mekong Delta of Vietnam
Danh, Thanh Vo and Mushtaq, Shahbaz. 2011. "Living with floods: an evaluation of the resettlement program of the Mekong Delta of Vietnam." Stewart, Mart A. and Coclanis, Peter A. (ed.) Environmental change and agricultural sustainability in the Mekong Delta. Dordrecht, Netherlands. Springer. pp. 181-204
Technological change in the Australian irrigation industry: implications for future resource management and policy development
Mushtaq, Shahbaz and Maraseni, Tek Narayan. 2011. Technological change in the Australian irrigation industry: implications for future resource management and policy development. Canberra, Australia. National Water Commission.
Groundwater markets under the water scarcity conditions: the upland Balochistan region of Pakistan
Khair, Syed M., Mushtaq, Shahbaz, Culas, Richard J. and Hafeez, Mohsin. 2011. "Groundwater markets under the water scarcity conditions: the upland Balochistan region of Pakistan." Coleman, William and Oslington, Paul (ed.) 40th Australian Conference of Economists (ACE 2011) . Canberra, Australia 11 - 13 Jul 2011 Sydney, Australia.
A decision support tool for irrigation infrastructure investments
Khan, Shahbaz, Mushtaq, Shahbaz and Chen, Charlie. 2010. "A decision support tool for irrigation infrastructure investments." Irrigation and Drainage. 59 (4), pp. 404-418. https://doi.org/10.1002/ird.501
Energy, water, and economic implications of water re-use in rice-based irrigation systems, the Philippines
Hafeez, Mohsin M., Bouman, Bas and Mushtaq, Shahbaz. 2010. "Energy, water, and economic implications of water re-use in rice-based irrigation systems, the Philippines." IRC 2010: Rice for Future Generations. Hanoi, Vietnam 08 - 12 Nov 2010
Impacts of land use/land cover change on climate and future research priorities
Mahmood, Rezaul, Pielke, Roger A., Hubbard, Kenneth G., Niyogi, Dev, Bonan, Gordon, Lawrence, Peter, McNider, Richard, McAlpine, Clive, Etter, Andres, Gameda, Samuel, Qian, Budong, Carleton, Andrew, Beltran-Przekurat, Adriana, Chase, Thomas, Quintanar, Arturo I., Adegoke, Jimmy O., Vezhapparambu, Sajith, Conner, Glen, Asefi, Salvi, ..., Syktus, Jozef. 2010. "Impacts of land use/land cover change on climate and future research priorities." Bulletin of the American Meteorological Society. 91 (1), pp. 37-46. https://doi.org/10.1175/2009BAMS2769.1
Resilience, vulnerability and adaptive capacity of an inland rural town prone to flooding: a climate change adaptation case study of Charleville, Queensland, Australia
Keogh, D., Apan, A. and Mushtaq, S.. 2010. "Resilience, vulnerability and adaptive capacity of an inland rural town prone to flooding: a climate change adaptation case study of Charleville, Queensland, Australia." Climate Adaptation Futures: Preparing for the Unavoidable Impacts of Climate Change (2010). Gold Coast, Australia 29 Jun - 01 Jul 2010 Brisbane, Australia.
Australian agriculture - adaptations to climate change
Craig, I., Goh, S. and Mushtaq, S.. 2010. "Australian agriculture - adaptations to climate change." Climate Adaptation Futures: Preparing for the Unavoidable Impacts of Climate Change (2010). Gold Coast, Australia 29 Jun - 01 Jul 2010 Brisbane, Australia.
On the influence of initial conditions on a turbulent plane jet: the role of nozzle exit area
Deo, Ravinesh C., Nathan, Graham Jerold and Mi, Jianchun. 2010. "On the influence of initial conditions on a turbulent plane jet: the role of nozzle exit area." Mallinson, G. D. and Cater, J. E. (ed.) 17th Australasian Fluid Mechanics Conference (AFMC 2010). Auckland, New Zealand 05 - 09 Dec 2010 Auckland, New Zealand.
Beyond the Carbon Economy: The Energy Law in Transition by Donald N. Zillman, Catherine Redgwell, Yinka O. Omorogbe and Lila K. Barrera-Hernandaz
Mushtaq, Shahbaz and Maraseni, Tek N.. 2010. "Beyond the Carbon Economy: The Energy Law in Transition by Donald N. Zillman, Catherine Redgwell, Yinka O. Omorogbe and Lila K. Barrera-Hernandaz ." International Journal of Environmental Studies. 67 (1), pp. 90-93. https://doi.org/10.1080/00207230903034647
An application of demerit point approach in selection of most suitable climate models to characterise the potential climate change impact on regional Australia
Stone, Roger C., Marcussen, Torben and Mushtaq, Shahbaz. 2010. "An application of demerit point approach in selection of most suitable climate models to characterise the potential climate change impact on regional Australia." American Geophysical Union 2010 Fall Meeting. San Francisco, United States 13 - 17 Dec 2010 Washington, DC United States.
Links between native forest and climate in Australia
Deo, Ravinesh C.. 2011. "Links between native forest and climate in Australia." Weather. 66 (3), pp. 64-69. https://doi.org/10.1002/wea.659
Energy and economic efficiency analysis of rice and cotton production in China
Khan, Mohammad Azam, Khan, Shahbaz and Mushtaq, Shahbaz. 2009. "Energy and economic efficiency analysis of rice and cotton production in China." Sarhad Journal of Agriculture. 25 (2), pp. 291-300.
The simulated impact of land cover change on climate extremes in eastern Australia
Deo, R. C., Syktus, J. I., McAlpine, C. A. and Wong, K. K.. 2009. "The simulated impact of land cover change on climate extremes in eastern Australia." Anderssen, R. S., Braddock, R. D. and Newham, L. T. H. (ed.) 18th World IMACS Congress and MODSIM09 International Congress on Modelling and Simulation. Cairns, Australia 13 - 17 Jul 2009 Canberra, Australia. Modelling and Simulation Society of Australia and New Zealand .
Predicting water allocations and trading prices to assist water markets
Khan, Shahbaz, Dassanayake, Dharma, Mushtaq, Shahbaz and Hanjra, Munir A.. 2010. "Predicting water allocations and trading prices to assist water markets." Irrigation and Drainage. 59 (4), pp. 388-403. https://doi.org/10.1002/ird.535
Effect of exit Reynolds number on self-preservation of a plane jet
Mi, Jianchun, Feng, Baoping, Deo, Ravinesh C. and Nathan, Graham J.. 2009. "Effect of exit Reynolds number on self-preservation of a plane jet." Chinese Physics B. 58 (11), pp. 7756-7764.
A continent under stress: interactions, feedbacks and risks associated with impact of modified land cover on Australia's climate
McAlpine, C. A., Syktus, J., Ryan, J. G., Deo, R. C., McKeon, G. M., McGowan, H. A. and Phinn, S. R.. 2009. "A continent under stress: interactions, feedbacks and risks associated with impact of modified land cover on Australia's climate." Global Change Biology. 15 (9), pp. 2206-2223. https://doi.org/10.1111/j.1365-2486.2009.01939.x
Optimised irrigation productivity and river health through pick and & mix strategies: catchment water cycle management, alternative cropping systems, real water savings and aquifer storage and recovery
Khan, Shahbaz, Malano, Hector, Davidson, Brian, Ahmad, Aftab, Mushtaq, Shahbaz and Allan, Catherine. 2007. Optimised irrigation productivity and river health through pick and & mix strategies: catchment water cycle management, alternative cropping systems, real water savings and aquifer storage and recovery. Toowoomba, Australia. IF Technologies P/L.
Impact of historical land cover change on daily indices of climate extremes including droughts in eastern Australia
Deo, R. C., Syktus, J. I., McAlpine, C. A., Lawrence, P. J., McGowan, H. A. and Phinn, S. R.. 2009. "Impact of historical land cover change on daily indices of climate extremes including droughts in eastern Australia." Geophysical Research Letters. 36 (8), pp. 1-5. https://doi.org/10.1029/2009GL037666
Experimental investigations of the effect of Reynolds number on a plane jet
Deo, Ravinesh C., Mi, Jianchun and Nathan, Graham J.. 2007. "Experimental investigations of the effect of Reynolds number on a plane jet." Jacobs, Peter A., McIntyre, Tim, Cleary, Matthew J., Buttsworth, David R., Mee, David, Clements, Rose, Morgan, Richard and Lemckert, Charles (ed.) 16th Australasian Fluid Mechanics Conference (AFMC 2007). Gold Coast, Australia 03 - 07 Dec 2007 Brisbane, Australia.
Water reuse and cost-benefit of pumping at different spatial levels in a rice irrigation system in UPRIIS, Philippines
Hafeez, M. M., Bouman, B. A. M., Van de Giesen, N., Mushtaq, S., Vlek, P. and Khan, S.. 2008. "Water reuse and cost-benefit of pumping at different spatial levels in a rice irrigation system in UPRIIS, Philippines." Physics and Chemistry of the Earth. 33 (1-2), pp. 115-126. https://doi.org/10.1016/j.pce.2007.04.011
Economic evaluation of small multi-purpose ponds in the Zhanghe irrigation system, China
Mushtaq, Shahbaz, Dawe, David and Hafeez, Mohsin. 2007. "Economic evaluation of small multi-purpose ponds in the Zhanghe irrigation system, China." Agricultural Water Management. 91 (1-3), pp. 61-70. https://doi.org/10.1016/j.agwat.2007.04.006
Estimating potential costs and gains from an aquifer storage and recovery program in Australia
Khan, Shahbaz, Mushtaq, Shahbaz, Hanjra, Munir A. and Schaeffer, Jurgen. 2008. "Estimating potential costs and gains from an aquifer storage and recovery program in Australia." Agricultural Water Management. 95 (4), pp. 477-488. https://doi.org/10.1016/j.agwat.2007.12.002
Enhancing water productivity at the irrigation system level: a geospatial hydrology application in the Yellow River Basin
Khan, Shahbaz, Hafeez, Mohsin, Rana, Tariq and Mushtaq, Shahbaz. 2008. "Enhancing water productivity at the irrigation system level: a geospatial hydrology application in the Yellow River Basin." Journal of Arid Environments. 72, pp. 1046-1063. https://doi.org/10.1016/j.jaridenv.2007.11.011
Trade-off analysis for restoring environmental flows through irrigation demand management
Khan, S., Mushtaq, S., Ahmad, A. and Hafeez, M.. 2008. "Trade-off analysis for restoring environmental flows through irrigation demand management." Australasian Journal of Water Resources . 12 (1), pp. 1-20.
Conjunctive water management options: examples from economic assessment of system-level water savings through Liuyuankou Irrigation System, China
Khan, Shahbaz, Mushtaq, Shahbaz, Luo, Yufeng, Dawe, David, Hafeez, Mohsin and Rana, Tariq. 2007. "Conjunctive water management options: examples from economic assessment of system-level water savings through Liuyuankou Irrigation System, China." Irrigation and Drainage. 56, pp. 523-539. https://doi.org/10.1002/ird.321
On-farm options for managing stream salinity in irrigation areas: an example from the Murray Darling Basin, Australia
Khan, Shahbaz, Asghar, Muhammad Nadeem, Mushtaq, Shahbaz and Ahmad, Aftab. 2008. "On-farm options for managing stream salinity in irrigation areas: an example from the Murray Darling Basin, Australia." Hydrology Research: an international journal. 39 (2), pp. 157-170. https://doi.org/10.2166/nh.2008.036
Management of treated pulp and paper mill effluent to achieve zero discharge
Asghar, Muhammad Nadeem, Khan, Shahbaz and Mushtaq, Shahbaz. 2008. "Management of treated pulp and paper mill effluent to achieve zero discharge." Journal of Environmental Management. 88 (4), pp. 1285-1299. https://doi.org/10.1016/j.jenvman.2007.07.004
Energy and economic efficiency of wheat production using different irrigation supply methods
Khan, Mohammad Azam, Khan, Shahbaz and Mushtaq, Shahbaz. 2007. "Energy and economic efficiency of wheat production using different irrigation supply methods." Soil and Environment. 26 (2), pp. 20-28.
An assessment of the role of ponds in the adoption of water-saving irrigation practices in the Zhanghe Irrigation System, China
Mushtaq, Shahbaz, Dawe, David, Lin, Hong and Moya, Piedad. 2006. "An assessment of the role of ponds in the adoption of water-saving irrigation practices in the Zhanghe Irrigation System, China." Agricultural Water Management. 83 (1-2), pp. 100-110. https://doi.org/10.1016/j.agwat.2005.10.004
The influence of nozzle-exit geometric profile on statistical properties of a turbulent plane jet
Deo, Ravinesh C., Mi, Jianchun and Nathan, Graham J.. 2007. "The influence of nozzle-exit geometric profile on statistical properties of a turbulent plane jet." Experimental Thermal and Fluid Science. 32 (2), pp. 545-559. https://doi.org/10.1016/j.expthermflusci.2007.06.004
The influence of nozzle aspect ratio on plane jets
Deo, Ravinesh C., Mi, Jianchun and Nathan, Graham J.. 2007. "The influence of nozzle aspect ratio on plane jets." Experimental Thermal and Fluid Science. 31 (8), pp. 825-838. https://doi.org/10.1016/j.expthermflusci.2006.08.009
Total rain accumulation and rain-rate analysis for small tropical Pacific islands: a case study of Suva, Fiji
Kumar, Vickal V., Deo, Ravinesh C. and Ramachandran, Visagaperuman. 2006. "Total rain accumulation and rain-rate analysis for small tropical Pacific islands: a case study of Suva, Fiji." Atmospheric Science Letters. 7 (3), pp. 53-58. https://doi.org/10.1002/asl.131
Fast-convergent iterative scheme for filtering velocity signals and finding Kolmogorov scales
Mi, Jianchun, Deo, Ravinesh C. and Nathan, Graham J.. 2005. "Fast-convergent iterative scheme for filtering velocity signals and finding Kolmogorov scales." Physical Review E. 71 (6), pp. 1-5. https://doi.org/10.1103/PhysRevE.71.066304
An investigation on rainfall patterns and the general circulation in the southwest Pacific region
Deo, Ravinesh C.. 2004. "An investigation on rainfall patterns and the general circulation in the southwest Pacific region." 16th Australia New Zealand Climate Forum: Climate and Water (ANZCF2004). Lorne, Australia 08 - 10 Nov 2004 Lorne, Vic, Australia.
Comparison of turbulent jets issuing from rectangular nozzles with and without sidewalls
Deo, Ravinesh C., Nathan, Graham J. and Mi, Jianchun. 2007. "Comparison of turbulent jets issuing from rectangular nozzles with and without sidewalls." Experimental Thermal and Fluid Science. 32 (2), pp. 596-606. https://doi.org/10.1016/j.expthermflusci.2007.06.009
Dependence of a plane turbulent jet on its nozzle contraction profile
Deo, Ravinesh C., Mi, Jianchun and Nathan, Graham J.. 2005. "Dependence of a plane turbulent jet on its nozzle contraction profile." Jets, Wakes and Separated Flows: International Conference on Jets, Wakes and Separated Flows (ICJWSF) (2005). Mie, Japan 05 - 08 Oct 2005 Mie, Japan.
An investigation of the influence of nozzle aspect ratio on the velocity field of turbulent plane jet
Deo, R. C., Mi, J. and Nathan, G. J.. 2004. "An investigation of the influence of nozzle aspect ratio on the velocity field of turbulent plane jet." Behnia, M., Lin, W. and McBain, G. D. (ed.) 15th Australasian Fluid Mechanics Conference (AFMC 2004). Sydney, Australia 13 - 17 Dec 2004 Sydney, Australia.
Regional partnerships to assist public-private investments in irrigation systems
Khan, Shahbaz and Mushtaq, Shahbaz. 2009. "Regional partnerships to assist public-private investments in irrigation systems." Agricultural Water Management. 96 (5), pp. 839 -846. https://doi.org/10.1016/j.agwat.2008.11.007
Does reliability of water resources matter in the adoption of water-saving irrigation practices? a case study in the Zhanghe irrigation system, China
Mushtaq, Shahbaz, Khan, Shahbaz, Hafeez, Mohsin and Hanjra, Munir A.. 2009. "Does reliability of water resources matter in the adoption of water-saving irrigation practices? a case study in the Zhanghe irrigation system, China." Water Policy. 11 (6), pp. 661-679. https://doi.org/10.2166/wp.2009.033
Greenhouse gas implications of water reuse in the Upper Pumpanga River Integrated Irrigation System, Philippines
Maraseni, Tek Narayan, Mushtaq, Shahbaz, Hafeez, Mohsin and Maroulis, Jerry. 2010. "Greenhouse gas implications of water reuse in the Upper Pumpanga River Integrated Irrigation System, Philippines." Agricultural Water Management. 97 (3), pp. 382-388. https://doi.org/10.1016/j.agwat.2009.10.007
Evaluating the impact of ponds in sustaining crop production: a case of Zhanghe irrigation system in China
Mushtaq, Shahbaz, Khan, Shahbaz and Hafeez, Mohsin. 2009. "Evaluating the impact of ponds in sustaining crop production: a case of Zhanghe irrigation system in China." Water Policy. 11 (2), pp. 236-249. https://doi.org/10.2166/wp.2009.019
Examining economies of scale and cost-benefit of small multi-purpose storage ponds in the Zhanghe irrigation system, China
Mushtaq, Shahbaz, Khan, Shahbaz and Hafeez, Mohsin. 2009. "Examining economies of scale and cost-benefit of small multi-purpose storage ponds in the Zhanghe irrigation system, China." Irrigation and Drainage. 58 (2), pp. 131-146. https://doi.org/10.1002/ird.394
Energy and water tradeoffs in enhancing food security: a selective international assessment
Mushtaq, Shahbaz, Maraseni, Tek Narayan, Maroulis, Jerry and Hafeez, Mohsin. 2009. "Energy and water tradeoffs in enhancing food security: a selective international assessment." Energy Policy. 37 (9), pp. 3635-3644. https://doi.org/10.1016/j.enpol.2009.04.030
Evaluating the impact of tax-for-fee reform (fei gai shui) on water resources and agriculture production in the Zhanghe irrigation system, China
Mushtaq, Shahbaz, Khan, Shahbaz, Dawe, David, Hanjra, Munir A., Hafeez, Mohsin and Asghar, Muhammad Nadeem. 2008. "Evaluating the impact of tax-for-fee reform (fei gai shui) on water resources and agriculture production in the Zhanghe irrigation system, China." Food Policy. 33 (6), pp. 576-586. https://doi.org/10.1016/j.foodpol.2008.04.004
Greenhouse gas emissions from rice farming inputs: a cross-country assessment
Maraseni, T. N., Mushtaq, S. and Maroulis, J.. 2009. "Greenhouse gas emissions from rice farming inputs: a cross-country assessment." The Journal of Agricultural Science. 147 (2), pp. 117-126. https://doi.org/10.1017/S0021859608008411
Determination of optimal usage into the wheat production for Kareze irrigation in the Balochistan, Pakistan
Mushtaq, Shahbaz, Hafeez, Mohsin and Khair, Syed Mohammad. 2007. "Determination of optimal usage into the wheat production for Kareze irrigation in the Balochistan, Pakistan." Asian Journal of Plant Sciences. 6 (5), pp. 809-814.
An assessment of collective action for pond management in the Zhanghe Irrigation System (ZIS) China
Mushtaq, Shahbaz, Dawe, David, Lin, Hong and Moya, Piedad. 2007. "An assessment of collective action for pond management in the Zhanghe Irrigation System (ZIS) China." Agricultural Systems. 92 (1-3), pp. 140-156. https://doi.org/10.1016/j.agsy.2006.03.003