Monitoring rice growth status in the Mekong Delta, Vietnam using multitemporal Sentinel-1 data
Article
Phung, Hoang-Phi, Lam-Dao, Nguyen, Nguyen-Huy, Thong, Le-Toan, Thuy and Apan, Armando A.. 2020. "Monitoring rice growth status in the Mekong Delta, Vietnam using multitemporal Sentinel-1 data." Journal of Applied Remote Sensing. 14 (1), pp. 014518-1-014518-23. https://doi.org/10.1117/1.JRS.14.014518
| Article Title | Monitoring rice growth status in the Mekong Delta, Vietnam using multitemporal Sentinel-1 data |
|---|---|
| ERA Journal ID | 39708 |
| Article Category | Article |
| Authors | Phung, Hoang-Phi (Author), Lam-Dao, Nguyen (Author), Nguyen-Huy, Thong (Author), Le-Toan, Thuy (Author) and Apan, Armando A. (Author) |
| Journal Title | Journal of Applied Remote Sensing |
| Journal Citation | 14 (1), pp. 014518-1-014518-23 |
| Article Number | 014518 |
| Number of Pages | 24 |
| Year | 2020 |
| Place of Publication | United States |
| ISSN | 1931-3195 |
| Digital Object Identifier (DOI) | https://doi.org/10.1117/1.JRS.14.014518 |
| Web Address (URL) | https://www.spiedigitallibrary.org/journals/journal-of-applied-remote-sensing/volume-14/issue-01/014518/Monitoring-rice-growth-status-in-the-Mekong-Delta-Vietnam-using/10.1117/1.JRS.14.014518.full?SSO=1 |
| Abstract | Rice is one of the world’s most dominant staple foods, and hence rice farming plays a vital role in a nation’s economy and food security. To examine the applicability of synthetic aperture radar (SAR) data for large areas, we propose an approach to determine rice age, date of planting (dop), and date of harvest (doh) using a time series of Sentinel-1 C-band in the entire Mekong Delta, Vietnam. The effect of the incidence angle of Sentinel-1 data on the backscatter pattern of paddy fields was reduced using the incidence angle normalization approach with an empirical model developed in this study. The time series was processed further to reduce noise with fast Fourier transform and smoothing filter. To evaluate and improve the accuracy of SAR data processing results, the classification outcomes were verified with field survey data through statistical metrics. The findings indicate that the Sentinel-1 images are particularly appropriate for rice age monitoring with R2 = 0.92 and root-mean-square error (RMSE) = 7.3 days (n = 241) in comparison to in situ data. The proposed algorithm for estimating dop and doh also shows promising results with R2 = 0.92 and RMSE = 6.2 days (n = 153) and R2 = 0.70 and RMSE = 5.7 days (n = 88), respectively. The results have indicated the ability of using Sentinel-1 data to extract growth parameters involving rice age, planting and harvest dates. Information about rice age corresponding to the growth stages of rice fields is important for agricultural management and support the procurement and management of agricultural markets, limiting the negative effects on food security. The results showed that multitemporal Sentinel-1 data can be used to monitor the status of rice growth. Such monitoring system can assist many countries, especially in Asia, for managing agricultural land to ensure productivity. |
| Keywords | rice growth status; monitoring; Sentinel-1 time series; Mekong delta |
| ANZSRC Field of Research 2020 | 300210. Sustainable agricultural development |
| 300206. Agricultural spatial analysis and modelling | |
| 300207. Agricultural systems analysis and modelling | |
| 379999. Other earth sciences not elsewhere classified | |
| 300499. Crop and pasture production not elsewhere classified | |
| Byline Affiliations | Vietnam Academy of Science and Technology, Vietnam |
| Centre for Applied Climate Sciences | |
| Centre for the Study of the Biosphere from Space, France | |
| Open access url | https://www.spiedigitallibrary.org/journals/journal-of-applied-remote-sensing/volume-14/issue-01/014518/Monitoring-rice-growth-status-in-the-Mekong-Delta-Vietnam-using/10.1117/1.JRS.14.014518.full?SSO=1 |
| Institution of Origin | University of Southern Queensland |
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Gunawansa, Thakshila, Perera, Kithsiri, Apan, Armando and Hettiarachchi, Nandita. 2022. "Application of Sentinel-2 Satellite Data to Map Forest Cover in Southeast Sri Lanka through the Random Forest Classifier." Journal of Advances in Engineering and Technology. I (I), pp. 049-1 to 049-10.Drought outlook validation using ACCESS-S2 hindcast
Nguyen-Huy, Thong and Cobon, David. 2022. Drought outlook validation using ACCESS-S2 hindcast. Northern Australia Climate Program (NACP).Systemic risk management in farming - geographic distribution and diversity
Nguyen-Huy, Thong. 2022. "Systemic risk management in farming - geographic distribution and diversity." Future Drought Fund’s 2022 Science to Practice Forum. 07 - 08 Jun 2022 Australia.Mapping Prominent Cash Crops Employing ALOS PALSAR-2 and Selected Machine Learners
Panuju, Dyah R., Haerani, H., Apan, Armando, Griffin, Amy L., Paull, David J. and Trisasongko, Bambang Hendro. 2022. "Mapping Prominent Cash Crops Employing ALOS PALSAR-2 and Selected Machine Learners." Kumar, Arvind, Kumar, Pavan, Singh, S. S., Trisasongko, Bambang Hendro and Rani, Meenu (ed.) Agriculture, Livestock Production and Aquaculture: Advances for Smallholder Farming Systems. Cham, Switzerland. Springer. pp. 131-146
Australian Drought Monitor
Cobon, David, Gacenga, Francis, An-Vo, Duc-Anh, Pudmenzky, Christa, Nguyen-Huy, Thong, Stone, Roger, Guillory, Laura, McCulloch, J., Svoboda, M., Swigart, J. and Meat & Livestock Australia. 2022. Australian Drought Monitor. Toowoomba. https://doi.org/10.26192/dmek-v625Support 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. 335-389Improving Biomass and Grain Yield Prediction of Wheat Genotypes on Sodic Soil Using Integrated High-Resolution Multispectral, Hyperspectral, 3D Point Cloud, and Machine Learning Techniques
Choudhury, Malini Roy, Das, Sumanta, Christopher, Jack, Apan, Armando, Chapman, Scott, Menzies, Neal W. and Dang, Yash P.. 2021. "Improving Biomass and Grain Yield Prediction of Wheat Genotypes on Sodic Soil Using Integrated High-Resolution Multispectral, Hyperspectral, 3D Point Cloud, and Machine Learning Techniques." Remote Sensing. 13 (17), pp. 1-27. https://doi.org/10.3390/rs13173482UAV-thermal imaging: A technological breakthrough for monitoring and quantifying crop abiotic stress to help sustain productivity on sodic soils – A case review on wheat
Das, Sumanta, Chapman, Scott, Christopher, Jack, Choudhury, Malini Roy, Menzies, Neal W., Apan, Armando and Dang, Yash P.. 2021. "UAV-thermal imaging: A technological breakthrough for monitoring and quantifying crop abiotic stress to help sustain productivity on sodic soils – A case review on wheat." Remote Sensing Applications: Society and Environment. 23, pp. 1-13. https://doi.org/10.1016/j.rsase.2021.100583Improving estimation of in-season crop water use and health of wheat genotypes on sodic soils using spatial interpolation techniques and multi-component metrics
Choudhury, Malini Roy, Mellor, Vincent, Das, Sumanta, Christopher, Jack, Apan, Armando, Menzies, Neal W., Chapman, Scott and Dang, Yash P.. 2021. "Improving estimation of in-season crop water use and health of wheat genotypes on sodic soils using spatial interpolation techniques and multi-component metrics." Agricultural Water Management. 255. https://doi.org/10.1016/j.agwat.2021.107007Evaluation of water status of wheat genotypes to aid prediction of yield on sodic soils using UAV-thermal imaging and machine learning
Das, Sumanta, Christopher, Jack, Apan, Armando, Choudhury, Malini Roy, Chapman, Scott, Menzies, Neal W. and Dang, Yash P.. 2021. "Evaluation of water status of wheat genotypes to aid prediction of yield on sodic soils using UAV-thermal imaging and machine learning." Agricultural and Forest Meteorology. 307. https://doi.org/10.1016/j.agrformet.2021.108477UAV-thermal imaging and agglomerative hierarchical clustering techniques to evaluate and rank physiological performance of wheat genotypes on sodic soil
Das, Sumanta, Christopher, Jack, Apan, Armando, Choudhury, Malini Roy, Chapman, Scott, Menzies, Neal W. and Dang, Yash P.. 2021. "UAV-thermal imaging and agglomerative hierarchical clustering techniques to evaluate and rank physiological performance of wheat genotypes on sodic soil." ISPRS Journal of Photogrammetry and Remote Sensing. 173, pp. 221-237. https://doi.org/10.1016/j.isprsjprs.2021.01.014Specifying the relationship between land use/land cover change and dryness in central Vietnam from 2000 to 2019 using Google Earth Engine
Pham, Thy T. M., Nguyen, The-Duoc, Tham, Han T. N., Truong, Thi Nhat Kieu, Lam-Dao, Nguyen and Nguyen-Huy, Thong. 2021. "Specifying the relationship between land use/land cover change and dryness in central Vietnam from 2000 to 2019 using Google Earth Engine." Journal of Applied Remote Sensing. 15 (2), pp. 1-21. https://doi.org/10.1117/1.JRS.15.024503Hydropower dams, river drought and health effects: a detection and attribution study in the lower Mekong Delta Region
Phung, Dung, Nguyen-Huy, Thong, Tran, Ngoc Nguyen, Tran, Dang Ngoc, Doan, Van Quang, Nghiem, Son, Nguyen, Nga Huy, Nguyen, Trung Hieu and Bennett, Trude. 2021. "Hydropower dams, river drought and health effects: a detection and attribution study in the lower Mekong Delta Region." Climate Risk Management. 32. https://doi.org/10.1016/j.crm.2021.100280Understanding how climate change threatens food security
Nguyen-Huy, Thong. 2021. "Understanding how climate change threatens food security." A compendium of essays for the Allianz Climate Risk Research Award 2021. Germany.Drought outlook development
Nguyen-Huy, Thong, Guillory, Laura and Cobon, David. 2021. Drought outlook development. Australia. Northern Australia Climate Program (NACP).Application of FAIR and CARE Principles in Research Data Management Practice
Gacenga, Francis, Chesters, Racheal, Nguyen-Huy, Thong, Adeyinka, Adewuyi Ayodele and Rose, Samantha. 2021. "Application of FAIR and CARE Principles in Research Data Management Practice." 2021 Australasian Research Management Society VirtualConference (2021 ARMS Virtual Conference Conference): Disrupting the Status Quo: Challenging the Research and Innovation Culture. Online 03 - 05 Nov 2021 Australia.An evaluation of the effectiveness of adoption and implementation of FAIR (Findable, Accessible, Interoperable and Reusable) data management principles in research – a case study of the University of Southern Queensland
Gacenga, Francis, Chesters, Racheal, Nguyen-Huy, Thong and Rose, Samantha. 2021. "An evaluation of the effectiveness of adoption and implementation of FAIR (Findable, Accessible, Interoperable and Reusable) data management principles in research – a case study of the University of Southern Queensland." 2021 Collaborative Conference on Computational & Data Intensive Science (C3DIS). Online 06 - 08 Jul 2021 Australia.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. 391-436Characterizing net primary productivity of forests and non-forest areas in the Philippines using satellite imagery
Apan, Armando and Maraseni, Tek. 2012. "Characterizing net primary productivity of forests and non-forest areas in the Philippines using satellite imagery." 1st National Symposium and Workshop on Environmental Science (IESM 2012): Environmental Science in a Changing Environment. Manila, Philippines 07 - 08 May 2012 Manila, Philippines.Climate change vulnerability of Asia’s most iconic megaherbivore: greater one-horned rhinoceros (Rhinoceros unicornis)
Pant, Ganesh, Maraseni, Tek, Apan, Armando and Allen, Benjamin L.. 2020. "Climate change vulnerability of Asia’s most iconic megaherbivore: greater one-horned rhinoceros (Rhinoceros unicornis)." Global Ecology and Conservation. 23, pp. 1-14. https://doi.org/10.1016/j.gecco.2020.e01180The climate-induced alteration of future geographic distribution of aflatoxin in peanut crops and its adaptation options
Haerani, Haerani, Apan, Armando and Basnet, Badri. 2020. "The climate-induced alteration of future geographic distribution of aflatoxin in peanut crops and its adaptation options." Mitigation and Adaptation Strategies for Global Change. 25 (6), pp. 1149-1175. https://doi.org/10.1007/s11027-020-09927-0Using a Mixed Method Research to Develop Spatial Information Sharing Strategies Across Natural Resource Management Communities
Paudyal, Dev Raj, McDougall, Kevin and Apan, Armando. 2019. "Using a Mixed Method Research to Develop Spatial Information Sharing Strategies Across Natural Resource Management Communities." Inaugural Australasia & Pacific Regional Mixed Methods International Research Association Conference 2019: Expanding Conceptual and Methodological Boundaries (MMIRA 2019). Wellington, New Zealand 04 - 06 Dec 2019 Indianapolis, United States.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. 391-436Daily 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. 359-381Artificial 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. 293-357Intelligent 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. 151-169Bayesian 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. 29-47Not 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.15097Trends and current state of research on greater one-horned rhinoceros (Rhinoceros unicornis): a systematic review of the literature over a period of 33 years (1985–2018)
Pant, Ganesh, Maraseni, Tek, Apan, Armando and Allen, Benjamin L.. 2020. "Trends and current state of research on greater one-horned rhinoceros (Rhinoceros unicornis): a systematic review of the literature over a period of 33 years (1985–2018)." Science of the Total Environment. 710, pp. 1-14. https://doi.org/10.1016/j.scitotenv.2019.136349Integrating 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-zAn assessment of governance quality for community-based forest management systems in Asia: Prioritisation of governance indicators at various scales
Maraseni, Tek Narayan, Bhattarai, Nabin, Karky, Bhaskar Singh, Cadman, Timothy, Timalsina, Niroj, Bhandari, Trishna Singh, Apan, Armando, Ma, Hwan Ok, Rawat, R. S., Verma, Nemit, San, Su Mon, Oo, Thaung Naing, Dorji, Kinley, Dhungana, Sindhu and Poudel, Mohan. 2019. "An assessment of governance quality for community-based forest management systems in Asia: Prioritisation of governance indicators at various scales." Land Use Policy: the international journal covering all aspects of land use. 81, pp. 750-671. https://doi.org/10.1016/j.landusepol.2018.11.044Modern 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.2020.3010938Probabilistic 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. 203-227Development 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. 141-178Copula-based statistical modelling of synoptic-scale climate indices for quantifying and managing agricultural risks in australia
Nguyen-Huy, Thong. 2018. Copula-based statistical modelling of synoptic-scale climate indices for quantifying and managing agricultural risks in australia. PhD Thesis Doctor of Philosophy. University of Southern Queensland. https://doi.org/10.26192/xa1p-8373Copula 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/s00477-019-01662-6Remotely sensed agricultural grassland productivity responses to land use and hydro-climatic drivers under extreme drought and rainfall
Kath, Jarrod, Le Brocque, Andrew, Reardon-Smith, Kathryn and Apan, Armando. 2019. "Remotely sensed agricultural grassland productivity responses to land use and hydro-climatic drivers under extreme drought and rainfall." Agricultural and Forest Meteorology. 268, pp. 11-22. https://doi.org/10.1016/j.agrformet.2019.01.007Tree biomass quantity, carbon stock and canopy correlates in mangrove forest and land uses that replaced mangroves in Honda Bay, Philippines
Castillo, Jose Alan A., Apan, Armando A., Maraseni, Tek Narayan and Salmo, Severino G., III. 2018. "Tree biomass quantity, carbon stock and canopy correlates in mangrove forest and land uses that replaced mangroves in Honda Bay, Philippines." Regional Studies in Marine Science. 24, pp. 174-183. https://doi.org/10.1016/j.rsma.2018.08.006Mapping of peanut crops in Queensland, Australia using time-series PROBA-V 100-m normalized difference vegetation index imagery
Haerani, Haerani, Apan, Armando and Basnet, Badri. 2018. "Mapping of peanut crops in Queensland, Australia using time-series PROBA-V 100-m normalized difference vegetation index imagery." Journal of Applied Remote Sensing. 12 (3), pp. 1-22. https://doi.org/10.1117/1.JRS.12.036005Copula-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.2018.07.002Modeling 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.2018.05.006Drought 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. 177-198Drivers of grassland resistance and recovery to long term drought
Le Brocque, Andrew F, Kath, Jarrod, Reardon-Smith, Kate and Apan, Armando. 2017. "Drivers of grassland resistance and recovery to long term drought." 6th Joint Conference of the Ecological Society of Australia and the New Zealand Ecological Society (EcoTAS 2017). Pokolbin, Australia 26 Nov - 01 Dec 2017Spatio-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/s11069-018-3326-8Investigating 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.1943-5584.0001593Copula-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.2017.06.010Soil C quantities of mangrove forests, their competing land uses, and their spatial distribution in the coast of Honda Bay, Philippines
Castillo, Jose Alan A., Apan, Armando A., Maraseni, Tek Narayan and Salmo, Severino G., III. 2017. "Soil C quantities of mangrove forests, their competing land uses, and their spatial distribution in the coast of Honda Bay, Philippines." Geoderma. 293, pp. 82-90. https://doi.org/10.1016/j.geoderma.2017.01.025The rate, extent and spatial predictors of forest loss (2000-2012) in the terrestrial protected areas of the Philippines
Apan, Armando, Suarez, Luz Angelica, Maraseni, Tek and Castillo, Jose Alan. 2017. "The rate, extent and spatial predictors of forest loss (2000-2012) in the terrestrial protected areas of the Philippines." Applied Geography. 81, pp. 32-42. https://doi.org/10.1016/j.apgeog.2017.02.007Savanna burning methodology for fire management and emissions reduction: a critical review of influencing factors
Maraseni, Tek Narayan, Reardon‑Smith, Kathryn, Griffiths, Greg and Apan, Armando. 2016. "Savanna burning methodology for fire management and emissions reduction: a critical review of influencing factors." Carbon Balance and Management. 11, pp. 1-11. https://doi.org/10.1186/s13021-016-0067-4Soil greenhouse gas fluxes in tropical mangrove forests and in land uses on deforested mangrove lands
Castillo, Jose Alan A., Apan, Armando A., Maraseni, Tek N. and Salmo, Severino G., III. 2017. "Soil greenhouse gas fluxes in tropical mangrove forests and in land uses on deforested mangrove lands." Catena. 159, pp. 60-69. https://doi.org/10.1016/j.catena.2017.08.005Estimation and mapping of above-ground biomass of mangrove forests and their replacement land uses in the Philippines using Sentinel imagery
Castillo, Jose Alan A., Apan, Armando A., Maraseni, Tek N. and Salmo, Severino G., III. 2017. "Estimation and mapping of above-ground biomass of mangrove forests and their replacement land uses in the Philippines using Sentinel imagery." ISPRS Journal of Photogrammetry and Remote Sensing. 134, pp. 70-85. https://doi.org/10.1016/j.isprsjprs.2017.10.016Hyperspectral sensing to detect the impact of herbicide drift on cotton growth and yield
Suarez, L. A., Apan, Armando and Werth, Jeff. 2016. "Hyperspectral sensing to detect the impact of herbicide drift on cotton growth and yield." ISPRS Journal of Photogrammetry and Remote Sensing. 120, pp. 65-76. https://doi.org/10.1016/j.isprsjprs.2016.08.004Groundwater decline and climatic variability: Implications for groundwater linked agro-ecosystems
Le Brocque, Andrew F., Kath, Jarrod, Reardon-Smith, Kate and Apan, Armando. 2016. "Groundwater decline and climatic variability: Implications for groundwater linked agro-ecosystems." 2016 Conference of the Ecological Society of Australia (ESA 2016). Fremantle, Australia 29 Nov - 02 Dec 2016 Australia.Vulnerability assessment of urban community and critical infrastructures for integrated flood risk management and climate adaptation strategies
Espada, Rudolf, Apan, Armando and McDougall, Kevin. 2017. "Vulnerability assessment of urban community and critical infrastructures for integrated flood risk management and climate adaptation strategies." International Journal of Disaster Resilience in the Built Environment. 8 (4), pp. 375-411. https://doi.org/10.1108/IJDRBE-03-2015-0010Application 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.2016.7848588Application of Modis data to assess the latest forest cover changes of Sri Lanka
Perera, Kithsiri, Herath, Srikantha, Apan, Armando and Tateishi, Ryutaro. 2013. "Application of Modis data to assess the latest forest cover changes of Sri Lanka." Ogleby, Cliff (ed.) 22nd Annual Photogrammetry, Remote Sensing and Spatial Information Science Congress (ISPRS 2012): Imaging a Sustainable Future. Melbourne, Australia 25 Aug - 01 Sep 2012 Australia. Copernicus GmbH. https://doi.org/10.5194/isprsannals-I-7-165-2012Detection of phenoxy herbicide dosage in cotton crops through the analysis of hyperspectral data
Suarez, L. A., Apan, Armando and Werth, J.. 2017. "Detection of phenoxy herbicide dosage in cotton crops through the analysis of hyperspectral data." International Journal of Remote Sensing. 38 (23), pp. 6528-6553. https://doi.org/10.1080/01431161.2017.1362128Delineation of management zones using multiple crop yield data
Basnet, Badri, Kelly, Rob, Jensen, Troy, Strong, Wayne, Apan, Armando and Butler, David. 2003. "Delineation of management zones using multiple crop yield data." 16th Triennial Congress of the International Soil Tillage Research Organisation (ISTRO 2003). Brisbane, Australia 13 - 18 Jul 2003 Brisbane, Australia.Correlating high resolution aerial imagery with wheat yield and protein content
Apan, A., Kelly, R., Jensen, T., Strong, W. and Butler, D.. 2004. "Correlating high resolution aerial imagery with wheat yield and protein content." Smith, Richard and Dawbin, Ken (ed.) 12th Australasian Remote Sensing and Photogrammetry Conference (ARSPC 2004): To Measure is to Manage. Fremantle, Australia 18 - 22 Oct 2004 Adelaide, Australia.Spectral discrimination and classification of sugarcane varieties using EO-1 hyperion hyperspectral imagery
Apan, Armando, Held, Alex, Phinn, Stuart and Markley, John. 2004. "Spectral discrimination and classification of sugarcane varieties using EO-1 hyperion hyperspectral imagery." 25th Asian Conference on Remote Sensing (ACRS 2004). Chiang Mai, Thailand 22 - 26 Nov 2004 China.Application of aerial imagery to analyse on-farm trials
Basnet, B., Kelly, R., Jensen, T., Kane, T., Apan, A. and Butler, D.. 2002. "Application of aerial imagery to analyse on-farm trials." 11th Australasian Remote Sensing and Photogrammetry Conference (ARSPC2002): Images to Information. Brisbane, Australia 02 - 06 Sep 2002 Australia.Capturing of remotely sensed images to advance the use of yield maps and other spatial information to improve crop management and forecasting
Jensen, T., Apan, A., Young, F. and Zeller, L.. 2002. "Capturing of remotely sensed images to advance the use of yield maps and other spatial information to improve crop management and forecasting." 11th Australasian Remote Sensing and Photogrammetry Conference (ARSPC2002): Images to Information. Brisbane, Australia 02 - 06 Sep 2002 Adelaide, Australia.Spectral discrimination and separability analysis of agricultural crops and soil attributes using ASTER imagery
Apan, Armando, Kelly, Rob, Jensen, Troy, Butler, David, Strong, Wayne and Basnet, Badri. 2002. "Spectral discrimination and separability analysis of agricultural crops and soil attributes using ASTER imagery." 11th Australasian Remote Sensing and Photogrammetry Conference (ARSPC2002): Images to Information. Brisbane, Australia 02 - 06 Sep 2002 Adelaide, Australia.Quantifying landscape fragmentation in the Lockyer Valley Catchment, Queensland: 1973 – 1997
Apan, Armando A., Raine, Steven R. and Paterson, Mark S.. 2000. "Quantifying landscape fragmentation in the Lockyer Valley Catchment, Queensland: 1973 – 1997." AURISA 2000 Conference (AURISA 2000). Coolum, Australia 20 - 24 Nov 2000Image analysis techniques for assessing landscape structural change: a case study of the Lockyer Valley Catchment, Queensland
Apan, Armando A., Raine, Steven R. and Paterson, Mark S.. 2000. "Image analysis techniques for assessing landscape structural change: a case study of the Lockyer Valley Catchment, Queensland." 10th Australasian Remote Sensing and Photogrammetry Conference (ARSPC 2000). Adelaide, Australia 21 - 25 Aug 2000Vulnerability assessment and interdependency analysis of critical infrastructures for climate adaptation and flood mitigation
Espada Jr., Rodolfo, Apan, Armando and McDougall, Kevin. 2015. "Vulnerability assessment and interdependency analysis of critical infrastructures for climate adaptation and flood mitigation." International Journal of Disaster Resilience in the Built Environment. 6 (3), pp. 313-346. https://doi.org/10.1108/IJDRBE-02-2014-0019Prioritising carbon sequestration areas in southern Queensland using time series MODIS net primary productivity (NPP) imagery
Apan, A., Suarez Cadavid, L. A., Richardson, L. and Maraseni, T.. 2014. "Prioritising carbon sequestration areas in southern Queensland using time series MODIS net primary productivity (NPP) imagery." Dadhwal, V. K., Seshasai, M. V. R., Hakeem, A., Diwakar, P. G. and Raju, P. L. N. (ed.) Technical Commission 8th Mid-Term Symposium (ISPRS 2014). Hyderabad, India 09 - 12 Dec 2014 Goettingen, Germany. https://doi.org/10.5194/isprsarchives-XL-8-549-2014Spectral discrimination of bulloak (Allocasuarina luehmannii) and associated woodland for habitat mapping of the endangered bulloak jewel butterfly (Hypochrysops piceata) in southern Queensland
Zainol Abdullah, Wan Nor Zanariah, Apan, Armando A., Maraseni, Tek N. and Le Brocque, Andrew F.. 2014. "Spectral discrimination of bulloak (Allocasuarina luehmannii) and associated woodland for habitat mapping of the endangered bulloak jewel butterfly (Hypochrysops piceata) in southern Queensland." Journal of Applied Remote Sensing. 8 (1), pp. 083561-1. https://doi.org/10.1117/1.JRS.8.083561Spatial modelling of natural disaster risk reduction policies with Markov decision processes
Espada Jr., Rodolfo, Apan, Armando and McDougall, Kevin. 2014. "Spatial modelling of natural disaster risk reduction policies with Markov decision processes." Applied Geography. 53, pp. 284-298. https://doi.org/10.1016/j.apgeog.2014.06.021The impact of varying statutory arrangements on spatial data sharing and access in regional NRM bodies
Paudyal, D. R., McDougall, K. and Apan, A.. 2014. "The impact of varying statutory arrangements on spatial data sharing and access in regional NRM bodies." ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences. II (8), pp. 193-197. https://doi.org/10.5194/isprsannals-II-8-193-2014Effects of spatial resolution on measurement of landscape function using the landscape leakiness calculator
Dunwoody, Ernest, Apan, Armando and Liu, Xiaoye. 2013. "Effects of spatial resolution on measurement of landscape function using the landscape leakiness calculator." Surveying and Spatial Sciences Conference (SSSC 2013): Collect, Connect, Capitalise. Canberra, Australia 17 - 19 Apr 2013 Canberra, Australia.Developing spatial information sharing strategies across natural resource management communities
Paudyal, Dev Raj, McDougall, Kevin and Apan, Armando. 2013. "Developing spatial information sharing strategies across natural resource management communities." Onsrud, Harlan and Rajabifard, Abbas (ed.) Spatial Enablement in Support of Economic Development and Poverty Reduction: Research, Development and Education Perspectives. Needham, MA, USA. GSDI Association Press. pp. 141-168Using spatial modelling to develop flood risk and climate adaptation capacity metrics for vulnerability assessments of urban community and critical water supply infrastructure
Espada Jr., Rodolfo, Apan, Armando and McDougall, Kevin. 2013. "Using spatial modelling to develop flood risk and climate adaptation capacity metrics for vulnerability assessments of urban community and critical water supply infrastructure." Featherstone, Jeffrey (ed.) 49th World Congress of the International Society of City and Regional Planners (ISOCARP 2013): Frontiers of Planning: Evolving and Declining Models of City Planning Practice. Brisbane, Australia 01 - 04 Oct 2013 Netherlands.Adaptation and resilience in two flood-prone Queensland communities
King, David, Apan, Armando, Keogh, Diane and Thomas, Melanie. 2013. "Adaptation and resilience in two flood-prone Queensland communities." Boulter, Sarah, Palutikof, Jean, Karoly, David John and Guitart, Daniella (ed.) Natural disasters and adaptation to climate change. New York, NY. United States. Cambridge University Press. pp. 95-106Using spatial modelling to develop flood risk and climate adaptation capacity metrics for assessing urban community and critical electricity infrastructure vulnerability
Espada Jr., R., Apan, A. and McDougall, K.. 2013. "Using spatial modelling to develop flood risk and climate adaptation capacity metrics for assessing urban community and critical electricity infrastructure vulnerability." Piantadosi, J., Anderssen, R. S. and Boland, J. (ed.) 20th International Congress on Modelling and Simulation (MODSIM2013). Adelaide, Australia 01 - 06 Dec 2013 Australia. Modelling and Simulation Society of Australia and New Zealand . https://doi.org/10.36334/modsim.2013.L1.espadaUnderstanding the January 2011 Queensland flood: the role of geographic interdependency in flood risk assessment for urban community
Espada Jr., Rodolfo, Apan, Armando and McDougall, Kevin. 2013. "Understanding the January 2011 Queensland flood: the role of geographic interdependency in flood risk assessment for urban community." Australian and New Zealand Disaster and Emergency Management Conference (ANZDMC 2013): Earth: Fire and Rain. Brisbane, Australia 28 - 30 May 2013 Gold Coast, Australia.Rice monitoring in the Mekong Delta, Vietnam
Lam-Dao, Nguyen, Le-Toan, Thuy, Apan, Armando, Huth, Juliane and Hoang-Phi, Phung. 2013. "Rice monitoring in the Mekong Delta, Vietnam." 33rd Asian Conference on Remote Sensing (ACRS 2012): Aiming Smart Space Sensing. Pattaya, Thailand 26 - 30 Nov 2012 Tokyo, Japan.Spatial modelling of adaptation strategies for urban built infrastructures exposed to flood hazards
Espada Jr., Rodolfo, Apan, Armando and McDougall, Kevin. 2012. "Spatial modelling of adaptation strategies for urban built infrastructures exposed to flood hazards." Queensland Surveying and Spatial Conference: The Future of Surveying and Spatial Science is Open (QSSC 2012). Brisbane, Australia 13 - 14 Sep 2012 Brisbane, Australia.Fine-scale habitat modelling of wildlife species using spatial information tools
Zainol Zanariah, W. N., Apan, A., Le Brocque, A. F. and Maraseni, T. N.. 2012. "Fine-scale habitat modelling of wildlife species using spatial information tools." 2nd Malaysian Postgraduate Conference (MPC 2012). Gold Coast, Australia 07 - 09 Jul 2012 Sydney, Australia.Exploring the application of volunteered geographic information to catchment management: a survey approach
Paudyal, D. R., McDougall, K. and Apan, A.. 2012. "Exploring the application of volunteered geographic information to catchment management: a survey approach." ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences. I (4), pp. 275-280. https://doi.org/10.5194/isprsannals-I-4-275-2012Spatially enablement of NRM communities through spatial knowledge and information network development
Paudyal, Dev Raj, McDougall, Kevin and Apan, Armando. 2012. "Spatially enablement of NRM communities through spatial knowledge and information network development." Rajabifard, Abbas and Coleman, David (ed.) Spatially enabling government, industry and citizens: research and development perspectives. Needham, MA, United States. GSDI Association Press. pp. 81-102Assessing spatial information access, use and sharing for catchment management in Australia
Paudyal, Dev Raj, McDougall, Kevin and Apan, Armando. 2011. "Assessing spatial information access, use and sharing for catchment management in Australia." Hock, Barbara (ed.) 2011 Surveying and Spatial Sciences Conference: Innovation in Action: Working Smarter (SSSC 2011). Wellington, New Zealand 21 - 25 Nov 2011 Rotorua, New Zealand.Analysing the effect of drought on net primary productivity of tropical rainforests in Queensland using MODIS satellite imagery
Shiba, Sipho S.T. and Apan, Armando. 2011. "Analysing the effect of drought on net primary productivity of tropical rainforests in Queensland using MODIS satellite imagery." Hock, Barbara (ed.) 2011 Surveying and Spatial Sciences Conference: Innovation in Action: Working Smarter (SSSC 2011). Wellington, New Zealand 21 - 25 Nov 2011 Rotorua, New Zealand.Standardizing Australian semi-urban land cover mapping through FAO land cover classification system
Perera, Kithsiri, Moore, David, Apan, Armando and McDougall, Kevin. 2011. "Standardizing Australian semi-urban land cover mapping through FAO land cover classification system." Hock, Barbara (ed.) 2011 Surveying and Spatial Sciences Conference: Innovation in Action: Working Smarter (SSSC 2011). Wellington, New Zealand 21 - 25 Nov 2011 Rotorua, New Zealand.Evaluation of photo imaging methods for vegetation condition assessment
Apan, Armando, Baral, Govinda, Dunwoody, Ernest, Richardson, Lucy and McDougall, Kevin. 2011. "Evaluation of photo imaging methods for vegetation condition assessment." 2011 Surveying and Spatial Sciences Conference: Innovation in Action: Working Smarter (SSSC 2011). Wellington, New Zealand 21 - 25 Nov 2011 Adelaide, Australia.Estimating winter crop area across seasons and regions using time-sequential MODIS imagery
Potgieter, Andries, Apan, Armando, Hammer, Graeme and Dunn, Peter. 2011. "Estimating winter crop area across seasons and regions using time-sequential MODIS imagery." International Journal of Remote Sensing. 32 (15), pp. 4281-4310. https://doi.org/10.1080/01431161.2010.486415Identifying the spatial variability of soil constraints using multi-year remote sensing
Dang, Y. P., Pringle, M. J., Schmidt, M., Dalal, R. C. and Apan, A.. 2011. "Identifying the spatial variability of soil constraints using multi-year remote sensing." Field Crops Research. 123 (3), pp. 248-258. https://doi.org/10.1016/j.fcr.2011.05.021Resilience, 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-yResilience 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.Applying the global standard FAO LCCS to map land cover of rural Queensland
Perera, Kithsiri, Apan, Armando, McDougall, Kevin and Samarakoon, Lal. 2011. "Applying the global standard FAO LCCS to map land cover of rural Queensland." Asian Journal of Geoinformatics. 11 (3).The use of an unmanned aerial vehicle as a remote sensing platform in agriculture
Jensen, T. A., Zeller, L. C. and Apan, A. A.. 2011. "The use of an unmanned aerial vehicle as a remote sensing platform in agriculture." Australian Journal of Multi-Disciplinary Engineering. 8 (2), pp. 139-146.The regional economic impacts of introducing dual function forestry into an agricultural landscape
Cockfield, Geoff, Chalmers, Linden, Apan, Armando and Thompson, David. 2011. "The regional economic impacts of introducing dual function forestry into an agricultural landscape." Australasian Journal of Regional Studies. 17 (2), pp. 146-173.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).Discrimination of remnant tree species and regeneration stages in Queensland, Australia using hyperspectral imagery
Apan, Armando, Phinn, Stuart and Maraseni, Tek. 2009. "Discrimination of remnant tree species and regeneration stages in Queensland, Australia using hyperspectral imagery." Luo, Bin (ed.) WHISPERS 2009: Evolution in Remote Sensing. Grenoble, France 26 - 28 Aug 2009 Piscataway, NJ. United States. https://doi.org/10.1109/WHISPERS.2009.5288981Effects of changing rice cultural practices on C-band synthetic aperture radar backscatter using Envisat advanced synthetic aperture radar data in the Mekong River Delta
Lam-Dao, Nguyen, Le-Toan, Thuy, Apan, Armando, Bouvet, Alexandre, Young, Frank R. and Le-Van, Trung. 2009. "Effects of changing rice cultural practices on C-band synthetic aperture radar backscatter using Envisat advanced synthetic aperture radar data in the Mekong River Delta." Journal of Applied Remote Sensing. 3 (1), pp. 1-17. https://doi.org/10.1117/1.3271046Rice crop monitoring using new generation Synthetic Aperture Radar (SAR) imagery
Lam-Dao, Nguyen. 2009. Rice crop monitoring using new generation Synthetic Aperture Radar (SAR) imagery. PhD Thesis Doctor of Philosophy. University of Southern Queensland.Analysing biomass fluctuations in Mitchell grassland, Australia, in wet and dry rainy months using MODIS data
Perera, Kithsiri and Apan, Armando. 2009. "Analysing biomass fluctuations in Mitchell grassland, Australia, in wet and dry rainy months using MODIS data." Ostendorf, Bertram, Baldock, Penny, Bruce, David, Burdett, Michael and Corcoran, Paul (ed.) 2009 Surveying and Spatial Sciences Institute Biennial International Conference (SSC 2009): Spatial Diversity. Adelaide, Australia 28 Sep - 02 Oct 2009 Adelaide, Australia.Degree of site suitability measurement in a GIS: the effect of standardisation method
Basnet, B. B. and Apan, A. A.. 2007. "Degree of site suitability measurement in a GIS: the effect of standardisation method." 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 .Selecting sites suitable for animal waste application using a raster GIS
Basnet, Badri Bahadur, Apan, Armando and Raine, Steven R.. 2001. "Selecting sites suitable for animal waste application using a raster GIS." Environmental Management (New York): an international journal for decision-makers, scientists and environmental auditors. 28 (4), pp. 519-531. https://doi.org/10.1007/s002670010241Analysis of spacing for spotted gum plantations for maximising merchantable logs' volume in South East Queensland, Australia
Maraseni, Tek Narayan, Cockfield, Geoff and Apan, Armando. 2007. "Analysis of spacing for spotted gum plantations for maximising merchantable logs' volume in South East Queensland, Australia." Harrison, Steve, Herbohn, John and Bosch, Annerine (ed.) IUFRO 3.08 Conference: Improving The Triple Bottom Line Returns From Small-scale Forestry. Ormoc City, The Philippines 17 - 21 Jun 2007 Queensland, Australia.Mapping and analysis of changes in the riparian landscape structure of the Lockyer Valley Catchment, Queensland, Australia
Apan, Armando, Raine, Steven R. and Paterson, Mark. 2002. "Mapping and analysis of changes in the riparian landscape structure of the Lockyer Valley Catchment, Queensland, Australia." Landscape and Urban Planning. 59 (1), pp. 43-57. https://doi.org/10.1016/S0169-2046(01)00246-8Spatial prioritisation of revegetation sites for dryland salinity management: an analytical framework using GIS
Apan, Armando, Raine, Steven R., Le Brocque, Andrew F. and Cockfield, Geoff. 2004. "Spatial prioritisation of revegetation sites for dryland salinity management: an analytical framework using GIS." Journal of Environmental Planning and Management. 47 (6), pp. 811-825. https://doi.org/10.1080/0964056042000284848Detecting sugarcane 'orange rust' disease using EO-1 Hyperion hyperspectral imagery
Apan, Armando, Held, Alex, Phinn, Stuart and Markley, John. 2004. "Detecting sugarcane 'orange rust' disease using EO-1 Hyperion hyperspectral imagery." International Journal of Remote Sensing. 25 (2), pp. 489-498. https://doi.org/10.1080/01431160310001618031Mapping and spatio-temporal analysis of flooded and inundated areas in the Lower Balonne floodplain, Queensland, Australia
Apan, Armando and Sternes, Phil. 2006. "Mapping and spatio-temporal analysis of flooded and inundated areas in the Lower Balonne floodplain, Queensland, Australia." WSEAS Transactions on Environment and Development. 2 (4), pp. 360-367.Monitoring of the rice cropping system in the Mekong Delta using ENVISAT/ASAR dual polarization data
Bouvet, Alexandre, Le Toan, Thuy and Lam-Dao, Nguyen. 2009. "Monitoring of the rice cropping system in the Mekong Delta using ENVISAT/ASAR dual polarization data ." IEEE Transactions on Geoscience and Remote Sensing. 47 (2), pp. 517-526. https://doi.org/10.1109/TGRS.2008.2007963Analysis of spacing for spotted gum plantations for maximizing merchantable logs' volume in Southeast Queensland, Australia
Maraseni, Tek N., Cockfield, Geoff and Apan, Armando. 2011. "Analysis of spacing for spotted gum plantations for maximizing merchantable logs' volume in Southeast Queensland, Australia." Journal of Sustainable Forestry. 30 (7), pp. 619-636. https://doi.org/10.1080/10549811.2010.550548Spatial data infrastructure convergence: building spatial data infrastructure bridges to address climate change
Paudyal, Dev Raj, McDougall, Kevin and Apan, Armando. 2011. "Spatial data infrastructure convergence: building spatial data infrastructure bridges to address climate change." Joshi, P. K. and Singh, T. P. (ed.) Geoinformatics for climate change studies. New Delhi, India. TERI Press. pp. 377-392Can offsets really compensate for habitat removal? The case of the endangered red-tailed black-cockatoo
Maron, Martine, Dunn, Peter K., McAlpine, Clive A. and Apan, Armando. 2010. "Can offsets really compensate for habitat removal? The case of the endangered red-tailed black-cockatoo." Journal of Applied Ecology. 47 (2), pp. 348-355. https://doi.org/10.1111/j.1365-2664.2010.01787.xEarly-season crop area estimates for winter crops in NE Australia using MODIS satellite imagery
Potgieter, A. B., Apan, A., Hammer, G. and Dunn, P.. 2010. "Early-season crop area estimates for winter crops in NE Australia using MODIS satellite imagery." ISPRS Journal of Photogrammetry and Remote Sensing. 65 (4), pp. 380-387. https://doi.org/10.1016/j.isprsjprs.2010.04.004Resilience, 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.A regional collaborative network to improve spatial information sharing in Australia
Paudyal, Dev Raj, McDougall, Kevin and Apan, Armando. 2010. "A regional collaborative network to improve spatial information sharing in Australia." 12th Global Spatial Data Infrastructure Association World Conference (GSDI 12). Singapore 19 - 22 Oct 2010 Melbourne, Australia.Applying the global standard FAO LCCS to map rural Queensland land cover
Perera, Kithsiri, Moore, David, Apan, Armando and McDougall, Kevin. 2010. "Applying the global standard FAO LCCS to map rural Queensland land cover." Queensland Surveying and Spatial Conference 2010 (QSSC 2010). Brisbane, Australia 01 - 03 Sep 2010 Brisbane, Australia.Mapping Mekong land cover at 250m resolution without in situ observations
Perera, Kithsiri, Herath, Srikantha, Apan, Armando and Samarakoon, Lal. 2010. "Mapping Mekong land cover at 250m resolution without in situ observations." Asian Journal of Geoinformatics. 10 (4), pp. 31-41.Application of Modis 250m images without in situ observations for mapping Mekong River Basin land cover
Perera, Kithsiri, Herath, Srikantha, Apan, Armando and Samarakoon, Lal. 2010. "Application of Modis 250m images without in situ observations for mapping Mekong River Basin land cover." Kajiwara, Koji, Muramatsu, Kanako, Soyama, Noriko, Endo, Takahiro, Ono, Akiko and Akatsuka, Shin (ed.) ISPRS Technical Commission VIII Symposium (ISPRS 2010): Networking the World with Remote Sensing. Kyoto, Japan 09 - 12 Aug 2010 London, United Kingdom.Mapping Queensland land cover according to FAO LCCS using multi-source spatial data
Perera, Kithsiri, Moore, David, Tateishi, Ryutaro, Apan, Armando and McDougall, Kevin. 2010. "Mapping Queensland land cover according to FAO LCCS using multi-source spatial data." Kajiwara, Koji, Muramatsu, Kanako, Soyama, Noriko, Endo, Takahiro, Ono, Akiko and Akatsuka, Shin (ed.) ISPRS Technical Commission VIII Symposium (ISPRS 2010): Networking the World with Remote Sensing. Kyoto, Japan 09 - 12 Aug 2010 London, United Kingdom.Mapping habitat of threatened reptiles in Western Downs, Queensland: a spatial modelling approach using 'presence-only' occurrence data
Apan, Armando, Phinn, Stuart, McAlpine, Clive and Kath, Jarrod. 2010. "Mapping habitat of threatened reptiles in Western Downs, Queensland: a spatial modelling approach using 'presence-only' occurrence data." Queensland Surveying and Spatial Conference 2010 (QSSC 2010). Brisbane, Australia 01 - 03 Sep 2010 Brisbane, Australia.Prospects for regional sustainability: land use change in the eastern Darling Downs, 1975-2001
Zammit, Charlie, Apan, Armando, Cockfield, Geoff, Le Brocque, Andrew F. and Bouldin, Michelle. 2002. "Prospects for regional sustainability: land use change in the eastern Darling Downs, 1975-2001." 11th Australasian Remote Sensing and Photogrammetry Conference (ARSPC2002): Images to Information. Brisbane, Australia 02 - 06 Sep 2002Formulation and assessment of narrow-band vegetation indices from EO-1 hyperion imagery for discriminating sugarcane disease
Apan, Armando, Held, Alex, Phinn, Stuart and Markley, John. 2003. "Formulation and assessment of narrow-band vegetation indices from EO-1 hyperion imagery for discriminating sugarcane disease." 2003 Spatial Sciences Institute Biennial Conference: Spatial Knowledge Without Boundaries (SSC2003). Canberra, Australia 22 - 27 Sep 2003 Canberra, Australia.Relating satellite imagery with grain protein content
Basnet, Badri Bahadur, Apan, Armando, Kelly, Rob, Jensen, Troy, Strong, Wayne and Butler, David. 2003. "Relating satellite imagery with grain protein content." 2003 Spatial Sciences Institute Biennial Conference: Spatial Knowledge Without Boundaries (SSC2003). Canberra, Australia 22 - 27 Sep 2003 Canberra, Australia.Grain crop attributes detected using digital imagery acquired from a low-altitude helium balloon
Jensen, T., Apan, A., Young, F. and Zeller, L.. 2005. "Grain crop attributes detected using digital imagery acquired from a low-altitude helium balloon." Stafford, John V. (ed.) 5th European Conference on Precision Agriculture. Uppsala, Sweden 09 - 12 Jun 2005 Wageningen, The Netherlands.Hyperspectral remote sensing (special feature)
Apan, Armando and Phinn, Stuart. 2006. "Hyperspectral remote sensing (special feature)." Journal of Spatial Science. 52 (2), pp. 47-48.Assessing the relationship between shire winter crop yield and seasonal variability of the MODIS NDVI and EVI images
Fontana, Denise C., Potgieter, Andries B. and Apan, Armando. 2007. "Assessing the relationship between shire winter crop yield and seasonal variability of the MODIS NDVI and EVI images." Applied Geographic Information Systems (GIS). 3 (7), pp. 1-16.Hyperspectral remote sensing of remnant tree species and regeneration stages in the Darling Downs region of Queensland, Australia
Apan, Armando, Phinn, Stuart and Maraseni, Tek Narayan. 2008. "Hyperspectral remote sensing of remnant tree species and regeneration stages in the Darling Downs region of Queensland, Australia." 14th Australasian Remote Sensing and Photogrammetry Conference Incorporating the North Australian Remote Sensing and GIS Conference. Darwin, Australia 29 Sep - 03 Oct 2008 Australia.Use of airborne hyperspectral imagery to determine quality of sorghum crops
Wells, Natasha, Kelly, Rob, Phinn, Stuart, Apan, Armando, Jensen, Troy, Cooper, John and Strong, Wayne. 2004. "Use of airborne hyperspectral imagery to determine quality of sorghum crops." 12th Australasian Remote Sensing and Photogrammetry Conference (ARSPC 2004): To Measure is to Manage. Fremantle, Australia 18 - 22 Oct 2004 Adelaide, South Australia.Rice crop mapping using radar imagery: comparison of classification accuracy of different Envisat ASAR modes and classifiers
Lam-Dao, Nguyen, Apan, Armando, Le-Toan, Thuy, Bouvet, Alexandre, Young, Frank and Le-Van, Trung. 2009. "Rice crop mapping using radar imagery: comparison of classification accuracy of different Envisat ASAR modes and classifiers." Ostendorf, Bertram, Baldock, Penny, Bruce, David, Burdett, Michael and Corcoran, Paul (ed.) 2009 Surveying and Spatial Sciences Institute Biennial International Conference (SSC 2009): Spatial Diversity. Adelaide, Australia 28 Sep - 02 Oct 2009 Adelaide, Australia.Simulating spatial variability of cereal yields from historical yield maps and satellite imagery
Dang, Y. P., Apan, Armando, Dalal, R. C., Darr, Shawn Geoffrey, Schmidt, M. and Pringle, M.. 2009. "Simulating spatial variability of cereal yields from historical yield maps and satellite imagery." Ostendorf, Bertram, Baldock, Penny, Bruce, David, Burdett, Michael and Corcoran, Paul (ed.) 2009 Surveying and Spatial Sciences Institute Biennial International Conference (SSC 2009): Spatial Diversity. Adelaide, Australia 28 Sep - 02 Oct 2009 Adelaide, Australia.Crop maturity mapping using a low-cost low-altitude remote sensing system
Jensen, Troy, Apan, Armando and Zeller, Les. 2009. "Crop maturity mapping using a low-cost low-altitude remote sensing system." Ostendorf, Bertram, Baldock, Penny, Bruce, David, Burdett, Michael and Corcoran, Paul (ed.) 2009 Surveying and Spatial Sciences Institute Biennial International Conference (SSC 2009): Spatial Diversity. Adelaide, Australia 28 Sep - 02 Oct 2009 Adelaide, Australia.Characterising land ownership patterns in a salt-affected catchment: key implications for revegetation
Apan, Armando, Raine, Steven R., Cockfield, Geoff and Le Brocque, Andrew F.. 2003. "Characterising land ownership patterns in a salt-affected catchment: key implications for revegetation." 2003 Spatial Sciences Institute Biennial Conference: Spatial Knowledge Without Boundaries (SSC2003). Canberra, Australia 22 - 27 Sep 2003 Canberra, Australia.Spatial data infrastructure for catchment management: a case study of Condamine Catchment, Australia
Paudyal, Dev Raj, McDougall, Kevin and Apan, Armando. 2009. "Spatial data infrastructure for catchment management: a case study of Condamine Catchment, Australia." Indian Cartographer. 28, pp. 439-444.Comparison of soil carbon in scrubland, cropping land, pasture land and spotted gum land in low rainfall area of Southeast Queensland
Maraseni, Tek Narayan, Mathers, Nicole, Cockfield, Geoff, Apan, Armando and Harms, Ben. 2006. "Comparison of soil carbon in scrubland, cropping land, pasture land and spotted gum land in low rainfall area of Southeast Queensland." World Resource Review. 18 (3), pp. 412-412.Analysing sex ratio variables in Nepal
Maraseni, Tek Narayan, Cockfield, Geoff, Nooriafshar, Mehryar and Apan, Armando. 2006. "Analysing sex ratio variables in Nepal." Burge, Andrew (ed.) 5th Annual Hawaii International Conference on Statistics, Mathematics and Related Fields. Honolulu, Hawaii 16 - 18 Jan 2006 Hawaii, USA.The use of a UAV as a remote sensing platform in agriculture
Jensen, Troy, Apan, Armando and Zeller, Leslie. 2009. "The use of a UAV as a remote sensing platform in agriculture." Banhazi, T. M. and Saunders, C. (ed.) SEAg 2009: Agricultural Technologies In a Changing Climate. Brisbane, Australia 13 - 16 Sep 2009 Brisbane, Australia.Building SDI bridges for catchment management
Paudyal, Dev Raj, McDougall, Kevin and Apan, Armando. 2009. "Building SDI bridges for catchment management." van Loenen, B., Besemer, J. W. J. and Zevenbergen, J. A. (ed.) SDI convergence: research, emerging trends, and critical assessment. Delft, Netherlands. Netherlands Geodetic Commission. pp. 265-279Accounting approaches for valuing forest non-market carbon, soil and medicinal outputs changes in developing countries
Maraseni, Tek Narayan, Cockfield, Geoff and Apan, Armando. 2009. "Accounting approaches for valuing forest non-market carbon, soil and medicinal outputs changes in developing countries." Austrian Journal of Forest Science. 126 (1-2), pp. 77-99.Predictive mapping of blackberry in the Condamine Catchment using logistic regression and spatial analysis
Apan, Armando, Wells, N., Reardon-Smith, Kathryn, Richardson, L., McDougall, Kevin and Basnet, Badri Bahadur. 2008. "Predictive mapping of blackberry in the Condamine Catchment using logistic regression and spatial analysis." McDougall, Kevin (ed.) Queensland Spatial Conference 2008. Surfers Paradise, Australia 17 - 19 Jul 2008 Brisbane, Australia.Comparing and predicting soil carbon quantities under different land use systems on the red ferrosol soils of southeast Queensland
Maraseni, Tek Narayan, Mathers, Nicole J., Harms, Ben, Cockfield, Geoff, Apan, Armando and Maroulis, Jerry. 2008. "Comparing and predicting soil carbon quantities under different land use systems on the red ferrosol soils of southeast Queensland." Journal of Soil and Water Conservation. 63 (4), pp. 250-256. https://doi.org/10.2489/jswc.63.4.250Digital elevation model accuracy requirements for catchment management
McDougall, Kevin, Liu, Xiaoye, Basnet, Badri Bahadur and Apan, Armando. 2008. "Digital elevation model accuracy requirements for catchment management." McDougall, Kevin (ed.) Queensland Spatial Conference 2008. Surfers Paradise, Australia 17 - 19 Jul 2008 Brisbane, Australia.Evaluation of current DEM accuracy for Condamine Catchment
McDougall, Kevin, Liu, Xiaoye, Basnet, Badri Bahadur and Apan, Armando. 2008. "Evaluation of current DEM accuracy for Condamine Catchment." Li, Deren, Ge, Yong and Foody, Giles M. (ed.) Accuracy in geomatics. Liverpool, England. World Academic Union.Estimation of taper rates and volume of smaller-sized logs in spotted gum saw timber plantations in Southeast Queensland, Australia
Maraseni, T. N., Cockfield, G. and Apan, A.. 2007. "Estimation of taper rates and volume of smaller-sized logs in spotted gum saw timber plantations in Southeast Queensland, Australia." Southern Forests: a journal of forest science. 69 (3), pp. 169-173. https://doi.org/10.2989/SHFJ.2007.69.3.6.356Rice monitoring using ENVISAT-ASAR data: preliminary results of a case study in the Mekong River Delta, Vietnam
Lam-Dao, Nguyen, Apan, Armando, Young, Frank R., Le-Van, Trung, Le-Toan, Thuy and Bouvet, Alexandre. 2007. "Rice monitoring using ENVISAT-ASAR data: preliminary results of a case study in the Mekong River Delta, Vietnam." 28th Asian Conference on Remote Sensing (ACRS 2007). Kuala Lumpur, Malaysia 12 - 16 Nov 2007 Kuala Lumpur Malaysia.Future scenarios for endangered species habitat in an intensifying agricultural landscape
Apan, Armando, Maron, Martine and Dunn, Peter. 2007. "Future scenarios for endangered species habitat in an intensifying agricultural landscape." ESA 2007: Adapting to Change. Perth, Australia 25 - 30 Nov 2007 Perth, Australia. Ecological Society of Australia.Detecting the attributes of a wheat crop using digital 3D imagery acquired from a low-altitude platform
Jensen, T., Apan, A., Young, F. and Zeller, L.. 2007. "Detecting the attributes of a wheat crop using digital 3D imagery acquired from a low-altitude platform." Computers and Electronics in Agriculture. 59 (1-2), pp. 66-77. https://doi.org/10.1016/j.compag.2007.05.004Continent-scale pattern in temporal dynamics of avian assemblages
Apan, Armando, Maron, Martine and Dunn, Peter K.. 2007. "Continent-scale pattern in temporal dynamics of avian assemblages." Bunce, R., Jongman, Rob, Hojas, L. and Weel, S. (ed.) IALE 2007: 25 Years Landscape Ecology: Scientific Principles in Practice. Wageningen, Netherlands 08 - 12 Jul 2007 Wageningen, Netherlands.Quantifying hail damage for crop loss assessment: techniques using remote sensing and geographic information systems
Chandler, Owen, Apan, Armando, Pullinger, Rod and Bullen, Ken. 2003. "Quantifying hail damage for crop loss assessment: techniques using remote sensing and geographic information systems." 11th Australasian Remote Sensing and Photogrammetry Conference (ARSPC2002): Images to Information. Brisbane, Australia 02 - 06 Sep 2002 Adelaide, Australia.Valuing ecosystem services from forests: a multidisplinary field-based approach
Maraseni, Tek Narayan, Cockfield, Geoff and Apan, Armando. 2005. "Valuing ecosystem services from forests: a multidisplinary field-based approach." IUFRO World Congress: Forests in the Balance: Linking Tradition and Technology (2005). Brisbane, Australia 08 - 13 Aug 2005Estimation of shrub biomass: development and evaluation of allometric models leading to innovative teaching methods
Maraseni, Tek Narayan, Cockfield, Geoff, Apan, Armando and Mathers, Nicole. 2005. "Estimation of shrub biomass: development and evaluation of allometric models leading to innovative teaching methods." International Journal of Business and Management Education.A comparison of greenhouse gas emissions from inputs into farm enterprises in Southeast Queensland, Australia
Maraseni, Tek N., Cockfield, Geoff and Apan, Armando. 2007. "A comparison of greenhouse gas emissions from inputs into farm enterprises in Southeast Queensland, Australia." Journal of Environmental Science and Health Part A: Toxic Hazardous Substances and Environmental Engineering. 42 (1), pp. 11-18. https://doi.org/10.1080/10934520601015354Distance, multimedia and web delivery in surveying and GIS courses at the University Of Southern Queensland
McDougall, Kevin, Apan, Armando, Wolski, Ivan and Young, Frank R.. 2001. "Distance, multimedia and web delivery in surveying and GIS courses at the University Of Southern Queensland." Higgins, Matthew (ed.) 42nd Australian Surveyors Congress 2001: A Spatial Odyessy. Brisbane, Australia 25 - 28 Sep 2001 Brisbane, Australia.Estimating crop area using seasonal time series of Enhanced Vegetation Index from MODIS satellite imagery
Potgieter, Andries B., Apan, Armando, Dunn, Peter K. and Hammer, Graeme L.. 2007. "Estimating crop area using seasonal time series of Enhanced Vegetation Index from MODIS satellite imagery." Crop and Pasture Science. 58 (4), pp. 316-325. https://doi.org/10.1071/AR06279Detection of sclerotinia rot disease on celery using hyperspectral data and partial least squares regression
Huang, J-F. and Apan, Armando. 2006. "Detection of sclerotinia rot disease on celery using hyperspectral data and partial least squares regression." Journal of Spatial Science. 51 (2), pp. 129-142.Quantifying changes in the spatial pattern and extent of flooded-inundated areas using imagery and landscape metrics
Apan, Armando and Sternes, Phil. 2006. "Quantifying changes in the spatial pattern and extent of flooded-inundated areas using imagery and landscape metrics." Markatos, N., Stamou, A., Helmis, C., Rigas, F., Dasenakis, M., Zouboulis, A. I., Hatzopoulou, A. and Georgi, J. (ed.) 2006 IASME/WSEAS International Conference on Energy, Environment, Ecosystems and Sustainable Development (EEESD'06). Athens, Greece 11 - 13 Jul 2006 Athens.Nepalese non-timber forest products: an analysis of the equitability of profit distribution across a supply chain to India
Maraseni, Tek Narayan, Shivakoti, Ganesh P., Cockfield, Geoff and Apan, Armando. 2006. "Nepalese non-timber forest products: an analysis of the equitability of profit distribution across a supply chain to India." Small-Scale Forestry. 5 (2), pp. 191-206.Assessing grain crop attributes using digital imagery acquired from a low-altitude remote controlled aircraft
Jensen, Troy, Apan, Armando, Young, Frank R., Zeller, Leslie Charles and Cleminson, Ken. 2003. "Assessing grain crop attributes using digital imagery acquired from a low-altitude remote controlled aircraft." 2003 Spatial Sciences Institute Biennial Conference: Spatial Knowledge Without Boundaries (SSC2003). Canberra, Australia 22 - 27 Sep 2003 Canberra, Australia.Predicting grain protein content in wheat using hyperspectral sensing of in-season crop canopies and partial least squares regression
Apan, Armando, Kelly, Rob, Phinn, Stuart, Strong, Wayne, Lester, David, Butler, David and Robson, Andrew. 2006. "Predicting grain protein content in wheat using hyperspectral sensing of in-season crop canopies and partial least squares regression." International Journal of Geoinformatics. 2 (1), pp. 93-108.Operational infrastructure for quality distance and online geospatial programs
McDougall, K., Young, F. R. and Apan, A.. 2003. "Operational infrastructure for quality distance and online geospatial programs." Cartography. 32 (1), pp. 25-38. https://doi.org/10.1080/00690805.2003.9714232Crop hail damage: insurance loss assessment using remote sensing
Young, Frank R., Apan, Armando and Chandler, Owen. 2004. "Crop hail damage: insurance loss assessment using remote sensing." Annual Conference of the Remote Sensing and Photogrammetry Society (2004). Aberdeen, United Kingdom 07 - 10 Sep 2004 London, UK.Mapping olive varieties and within-field spatial variability using high resolution QuickBird imagery
Apan, Armando, Young, Frank R., Phinn, Stuart, Held, Alex and Favier, Jason. 2004. "Mapping olive varieties and within-field spatial variability using high resolution QuickBird imagery." 12th Australasian Remote Sensing and Photogrammetry Conference (ARSPC 2004): To Measure is to Manage. Fremantle, Australia 18 - 22 Oct 2004 Australia.Community based forest management systems in developing countries and eligibility for clean development mechanism
Maraseni, Tek Narayan, Cockfield, Geoff and Apan, Armando. 2005. "Community based forest management systems in developing countries and eligibility for clean development mechanism." Journal of Forest and Livelihood. 4 (2), pp. 31-42.Assessing the relationship between shire winter crop yield and multi-temporal MODIS NDVI and EVI images
Fontana, Denise C., Potgieter, Andries B. and Apan, Armando. 2005. "Assessing the relationship between shire winter crop yield and multi-temporal MODIS NDVI and EVI images." Bellman, Chris, Cartwright, William and Shortis, Mark (ed.) 2005 Spatial Sciences Institute Biennial Conference: Spatial Intelligence, Innovation and Praxis (SSC2005). Melbourne, Australia 12 - 16 Sep 2005 Melbourne, Australia.Spying on the winter wheat crop - generating objective planted area and crop production estimates using MODIS imagery
Potgieter, Andries B., Apan, Armando, Hammer, Graeme L. and Dunn, Peter K.. 2005. "Spying on the winter wheat crop - generating objective planted area and crop production estimates using MODIS imagery." Bellman, Chris, Cartwright, William and Shortis, Mark (ed.) 2005 Spatial Sciences Institute Biennial Conference: Spatial Intelligence, Innovation and Praxis (SSC2005). Melbourne, Australia 12 - 16 Sep 2005Detection of pests and diseases in vegetable crops using hyperspectral sensing: a comparison of reflectance data for different sets of symptoms
Apan, Armando, Datt, B. and Kelly, Rob. 2005. "Detection of pests and diseases in vegetable crops using hyperspectral sensing: a comparison of reflectance data for different sets of symptoms." Bellman, Chris, Cartwright, William and Shortis, Mark (ed.) 2005 Spatial Sciences Institute Biennial Conference: Spatial Intelligence, Innovation and Praxis (SSC2005). Melbourne, Australia 12 - 16 Sep 2005 Melbourne, Australia.Opportunities and limitations of remote sensing for crop loss (hail damage) assessment in the insurance industry
Apan, Armando, Chandler, Owen, Young, Frank R. and Maraseni, Tek Narayan. 2005. "Opportunities and limitations of remote sensing for crop loss (hail damage) assessment in the insurance industry." Bellman, Chris, Cartwright, William and Shortis, Mark (ed.) 2005 Spatial Sciences Institute Biennial Conference: Spatial Intelligence, Innovation and Praxis (SSC2005). Melbourne, Australia 12 - 16 Sep 2005 Melbourne, Australia.Assessment of hail damage to crops using satellite imagery and hand held hyperspectral data
Chandler, Owen, Young, Frank R. and Apan, Armando. 2004. "Assessment of hail damage to crops using satellite imagery and hand held hyperspectral data." 12th Australasian Remote Sensing and Photogrammetry Conference (ARSPC 2004): To Measure is to Manage. Fremantle, Australia 18 - 22 Oct 2004 Fremantle, Australia.Probing tropical deforestation: The use of GIS and statistical analysis of georeferenced data
Apan, Armando A. and Peterson, James A.. 1998. "Probing tropical deforestation: The use of GIS and statistical analysis of georeferenced data." Applied Geography. 18 (2), pp. 137-152. https://doi.org/10.1016/S0143-6228(98)00004-6Land cover mapping for tropical forest rehabilitation planning using remotely-sensed data
Apan, A. A.. 1997. "Land cover mapping for tropical forest rehabilitation planning using remotely-sensed data." International Journal of Remote Sensing. 18 (5), pp. 1029-1049. https://doi.org/10.1080/014311697218557Tropical landscape characterization and analysis for forest rehabilitation planning using satellite data and GIS
Apan, Armando A.. 1996. "Tropical landscape characterization and analysis for forest rehabilitation planning using satellite data and GIS." Landscape and Urban Planning. 34 (1), pp. 45-54. https://doi.org/10.1016/0169-2046(95)00201-4Geographic information system based manure application plan
Raine, Steven R., Basnet, Badri B. and Apan, Armando A.. 2002. "Geographic information system based manure application plan." Journal of Environmental Management. 64 (2), pp. 99-113. https://doi.org/10.1006/jema.2001.0484This item comprises data from the following sources: Web of Science and Scopus