Early-season crop area estimates for winter crops in NE Australia using MODIS satellite imagery
Article
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.2010.04.004
| Article Title | Early-season crop area estimates for winter crops in NE Australia using MODIS satellite imagery |
|---|---|
| ERA Journal ID | 35511 |
| Article Category | Article |
| Authors | Potgieter, A. B. (Author), Apan, A. (Author), Hammer, G. (Author) and Dunn, P. (Author) |
| Journal Title | ISPRS Journal of Photogrammetry and Remote Sensing |
| Journal Citation | 65 (4), pp. 380-387 |
| Number of Pages | 8 |
| Year | 2010 |
| Place of Publication | Netherlands |
| ISSN | 0924-2716 |
| 1872-8235 | |
| Digital Object Identifier (DOI) | https://doi.org/10.1016/j.isprsjprs.2010.04.004 |
| Web Address (URL) | https://www.sciencedirect.com/science/article/pii/S0924271610000390 |
| Abstract | To date, industry and crop forecasters have had a good idea of the potential crop yield for a specific season, but early-season information on crop area for a shire or region has been mostly unavailable. The question of how early and with what accuracy? area estimates can be determined using multi-temporal Moderate Resolution Imaging Spectroradiometer (MODIS) enhanced vegetation index (EVI) imagery was investigated in this paper. The study was conducted for two shires in Queensland, Australia for the 2003 and 2004 seasons, and focused on deriving total winter crop area estimates (including wheat, barley and chickpea). A simple metric (1E), which measures the green-up rate of the crop canopy, was derived. Using the unsupervised k-means classification algorithm, the accumulated difference of two consecutive images(one month apart) for three EVI threshold cut-offs (1Ei, where i D 250, 500 and 750) at monthly intervals from April to October was calculated. July showed the highest pixel accuracy with percent correctly classified for all thresholds of 94% and 98% for 2003 and 2004, respectively. The differences in accuracy between the three cut-offs were minimal and the T500 threshold was selected as the preferred cut-off to avoid measuring too small or too large fluctuations in the differential EVI values. When compared to the aggregated shire data (surveyed) on crop area across shires and seasons, average percent differences for the 1ET500 for July and August ranged from |
| Keywords | early-season; crop area estimates; simple metric;multi-temporal; shire-scale |
| ANZSRC Field of Research 2020 | 300206. Agricultural spatial analysis and modelling |
| 401304. Photogrammetry and remote sensing | |
| 300402. Agro-ecosystem function and prediction | |
| Public Notes | Files associated with this item cannot be displayed due to copyright restrictions. |
| Byline Affiliations | Department of Primary Industries, Queensland |
| Department of Surveying and Land Information | |
| University of Queensland | |
| University of the Sunshine Coast | |
| Institution of Origin | University of Southern Queensland |
Permalink -
https://research.usq.edu.au/item/q088z/early-season-crop-area-estimates-for-winter-crops-in-ne-australia-using-modis-satellite-imagery
1993
total views9
total downloads4
views this month0
downloads this month
Export as
Related outputs
Unlocking the tapestry of conservation: Navigating ecological resettlement policies in Nepal
Pandey, Hari Prasad, Maraseni, Tek Narayan, Apan, Armando and Aryal, Kishor. 2024. "Unlocking the tapestry of conservation: Navigating ecological resettlement policies in Nepal." Science of the Total Environment. 946. https://doi.org/10.1016/j.scitotenv.2024.174335Decoupling REDD+ understanding of local stakeholders on the onset of materializing carbon credits from forests in Nepal
Pandey, Hari Prasad, Maraseni, Tek Narayan, Apan, Armando and Bhusal, Shreejana. 2024. "Decoupling REDD+ understanding of local stakeholders on the onset of materializing carbon credits from forests in Nepal." Forest Ecosystems. 11. https://doi.org/10.1016/j.fecs.2024.100239Achieving SOC Conservation without Land-Use Changes between Agriculture and Forests
Pandey, Hari Prasad, Maraseni, Tek Narayan, Apan, Armando and Bhusal, Shreejana. 2024. "Achieving SOC Conservation without Land-Use Changes between Agriculture and Forests." Sustainability. 16 (16). https://doi.org/10.3390/su16167207Facilitating sustainable energy transition of Nepal: A best-fit model to prioritize influential socio-economic and climate perception factors on household energy behaviour
Bhattarai, Utsav, Maraseni, Tek, Devkota, Laxmi Prasad and Apan, Armando. 2024. "Facilitating sustainable energy transition of Nepal: A best-fit model to prioritize influential socio-economic and climate perception factors on household energy behaviour." Energy for Sustainable Development: the journal of the international energy initiative. 81. https://doi.org/10.1016/j.esd.2024.101505Modelling Floodplain Vegetation Response to Climate Change, Using the Soil and Water Assessment Tool (SWAT) Model Simulated LAI, Applying Different GCM’s Future Climate Data and MODIS LAI Data
Muhury, Newton, Apan, Armando and Maraseni, Tek. 2024. "Modelling Floodplain Vegetation Response to Climate Change, Using the Soil and Water Assessment Tool (SWAT) Model Simulated LAI, Applying Different GCM’s Future Climate Data and MODIS LAI Data ." Remote Sensing. 16 (7). https://doi.org/10.3390/rs16071204A systematic literature review: Trends and current state of research on Bengal tiger (Panthera tigris tigris), 2010-2022
Maharjan, Amir, Maraseni, Tek, Allen, Benjamin L. and Apan, Armando. 2024. "A systematic literature review: Trends and current state of research on Bengal tiger (Panthera tigris tigris), 2010-2022." Biodiversity and Conservation. 33 (6-7), pp. 1871-1894. https://doi.org/10.1007/s10531-024-02856-3Evaluating four decades of energy policy evolution for sustainable development of a South Asian country-Nepal: A comprehensive review
Bhattarai, Utsav, Maraseni, Tek, Devkota, Laxmi P. and Apan, Armando. 2024. "Evaluating four decades of energy policy evolution for sustainable development of a South Asian country-Nepal: A comprehensive review." Sustainable Development. 32 (6), pp. 6703-6731. https://doi.org/10.1002/sd.3053Unravelling the impact of climate change on honey bees: An ensemble modelling approach to predict shifts in habitat suitability in Queensland, Australia
Tennakoon, Sarasie, Apan, Armando and Maraseni, Tek. 2024. "Unravelling the impact of climate change on honey bees: An ensemble modelling approach to predict shifts in habitat suitability in Queensland, Australia." Ecology and Evolution. 14 (4). https://doi.org/10.1002/ece3.11300Enviro-economic and feasibility analysis of industrial hemp value chain: A systematic literature review
Budhathoki, Rajan, Maraseni, Tek and Apan, Armando. 2024. "Enviro-economic and feasibility analysis of industrial hemp value chain: A systematic literature review." GCB Bioenergy. 16 (6). https://doi.org/10.1111/gcbb.13141A composite indicator-based method to assess the energy security of Nepal and prospects of cross-border electricity sharing in South Asia
Bhattarai, Utsav, Maraseni, Tek, Devkota, Laxmi and Apan, Armando. 2024. "A composite indicator-based method to assess the energy security of Nepal and prospects of cross-border electricity sharing in South Asia." Environmental Development. 51. https://doi.org/10.1016/j.envdev.2024.101002Identifying human elephant conflict hotspots through satellite remote sensing and GIS to support conflict mitigation
Gunawansa, Thakshila D., Perera, Kithsiri, Apan, Armando and Hettiarachchi, Nandita K.. 2024. "Identifying human elephant conflict hotspots through satellite remote sensing and GIS to support conflict mitigation ." Remote Sensing Applications: Society and Environment. 35. https://doi.org/10.1016/j.rsase.2024.101261Uncovering the Hidden Carbon Treasures of the Philippines’ Towering Mountains: A Synergistic Exploration Using Satellite Imagery and Machine Learning
Altarez, Richard Dein D., Apan, Armando and Maraseni, Tek. 2024. "Uncovering the Hidden Carbon Treasures of the Philippines’ Towering Mountains: A Synergistic Exploration Using Satellite Imagery and Machine Learning." PFG - Journal of Photogrammetry, Remote Sensing and Geoinformation Science. 92 (1), pp. 55-73. https://doi.org/10.1007/s41064-023-00264-wTIMESAT software for estimating crop seasonality parameter
Haerani, Haerani and Apan, Armando. 2023. "TIMESAT software for estimating crop seasonality parameter." 1st Unhas International Conference on Agricultural Technology (UICAT 2021). Makassar, Indonesia 27 - 28 Oct 2021 United States. AIP Publishing. https://doi.org/10.1063/5.0118791Application of machine learning to assess people's perception of household energy in the developing world: A case of Nepal
Bhattarai, Utsav, Maraseni, Tek, Devkota, Laxmi Prasad and Apan, Armando. 2023. "Application of machine learning to assess people's perception of household energy in the developing world: A case of Nepal." Energy and AI. 14. https://doi.org/10.1016/j.egyai.2023.100303Understanding production possibility frontiers and utility values of ecosystem services in the Himalayas: An analysis of the supply-demand divide
Aryal, Kishor, Maraseni, Tek and Apan, Armando. 2023. "Understanding production possibility frontiers and utility values of ecosystem services in the Himalayas: An analysis of the supply-demand divide." Journal of Cleaner Production. 423. https://doi.org/10.1016/j.jclepro.2023.138725Greenery change and its impact on human-elephant conflict in Sri Lanka: a model-based assessment using Sentinel-2 imagery
Gunawansa, Thakshila D., Perera, Kithsiri, Apan, Armando and Hettiarachchi, Nandita. 2023. "Greenery change and its impact on human-elephant conflict in Sri Lanka: a model-based assessment using Sentinel-2 imagery." International Journal of Remote Sensing. 44 (16), pp. 5121-5146. https://doi.org/10.1080/01431161.2023.2244644Decoding the impacts of space and time on honey bees: GIS based fuzzy AHP and fuzzy overlay to assess land suitability for apiary sites in Queensland, Australia
Mudiyanselage, Sarasie, Apan, Armando, Maraseni, Tek and Altarez, Richard Dein D.. 2023. "Decoding the impacts of space and time on honey bees: GIS based fuzzy AHP and fuzzy overlay to assess land suitability for apiary sites in Queensland, Australia." Applied Geography. 155. https://doi.org/10.1016/j.apgeog.2023.102951Rationalizing donations and subsidies: Energy ecosystem development for sustainable renewable energy transition in Nepal
Bhattarai, Utsav, Maraseni, Tek, Apan, Armando and Devkota, Laxmi Prasad. 2023. "Rationalizing donations and subsidies: Energy ecosystem development for sustainable renewable energy transition in Nepal." Energy Policy. 177. https://doi.org/10.1016/j.enpol.2023.113570Preference, perceived change, and professed relationship among ecosystem services in the Himalayas
Aryal, Kishor, Maraseni, Tek and Apan, Armando. 2023. "Preference, perceived change, and professed relationship among ecosystem services in the Himalayas." Journal of Environmental Management. 344. https://doi.org/10.1016/j.jenvman.2023.118522Examining policy− institution− program (PIP) responses against the drivers of ecosystem dynamics. A chronological review (1960–2020) from Nepal
Aryal, Kishor, Maraseni, Tek and Apan, Armando. 2023. "Examining policy− institution− program (PIP) responses against the drivers of ecosystem dynamics. A chronological review (1960–2020) from Nepal." Land Use Policy: the international journal covering all aspects of land use. 132, p. 106789. https://doi.org/10.1016/j.landusepol.2023.106789Spatial dynamics of biophysical trade-offs and synergies among ecosystem services in the Himalayas
Aryal, Kishor, Maraseni, Tek and Apan, Armando. 2023. "Spatial dynamics of biophysical trade-offs and synergies among ecosystem services in the Himalayas." Ecosystem Services: science, policy and pratice. 59. https://doi.org/10.1016/j.ecoser.2022.101503Comparing global and local land cover maps for ecosystem management in the Himalayas
Aryal, Kishor, Apan, Armando and Maraseni, Tek. 2023. "Comparing global and local land cover maps for ecosystem management in the Himalayas." Remote Sensing Applications: Society and Environment. 30. https://doi.org/10.1016/j.rsase.2023.100952The human-elephant conflict in Sri Lanka: history and present status
Gunawansa, Thakshila, Perera, Kithsiri, Apan, Armando and Hettiarachchi, Nandita K.. 2023. "The human-elephant conflict in Sri Lanka: history and present status." Biodiversity and Conservation. 32 (10), pp. 3025-3052. https://doi.org/10.1007/s10531-023-02650-7Convolutional Neural Network-Based Deep Learning Approach for Automatic Flood Mapping Using NovaSAR-1 and Sentinel-1 Data
Apan, Armando, Andrew, Ogbaje, Paudyal, Dev Raj and Perera, Kithsiri. 2023. "Convolutional Neural Network-Based Deep Learning Approach for Automatic Flood Mapping Using NovaSAR-1 and Sentinel-1 Data." ISPRS International Journal of Geo-Information. 12 (194), pp. 1-26. https://doi.org/https://doi.org/10.3390/ijgi12050194Modelling future spatial distribution of peanut crops in Australia under climate change scenarios
Haerani, Haerani, Apan, Armando, Nguyen-Huy, Thong and Basnet, Badri. 2023. "Modelling future spatial distribution of peanut crops in Australia under climate change scenarios." Geo-spatial Information Science. https://doi.org/10.1080/10095020.2022.2155255A call for ‘management authorship’ in community forestry
Aryal, Kishor, Maraseni, Tek and Apan, Armando. 2023. "A call for ‘management authorship’ in community forestry." Environmental Science and Policy. 139, pp. 204-208. https://doi.org/10.1016/j.envsci.2022.10.023Transforming agroforestry in contested landscapes: A win-win solution to trade-offs in ecosystem services in Nepal
Aryal, Kishor, Maraseni, Tek and Apan, Armando. 2023. "Transforming agroforestry in contested landscapes: A win-win solution to trade-offs in ecosystem services in Nepal." Science of the Total Environment. 857 (Part 1). https://doi.org/10.1016/j.scitotenv.2022.159301Deep learning U-Net classification of Sentinel-1 and 2 fusions effectively demarcates tropical montane forest's deforestation
Altarez, Richard Dein D., Apan, Armando and Maraseni, Tek. 2023. "Deep learning U-Net classification of Sentinel-1 and 2 fusions effectively demarcates tropical montane forest's deforestation." Remote Sensing Applications: Society and Environment. 29. https://doi.org/10.1016/j.rsase.2022.100887Student 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.2022.3168322Assay of renewable energy transition: A systematic literature review
Bhattarai, Utsav, Maraseni, Tek and Apan, Armando. 2022. "Assay of renewable energy transition: A systematic literature review." Science of the Total Environment. 833, pp. 1-18. https://doi.org/10.1016/j.scitotenv.2022.155159Rapid 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/10.1080/10106049.2022.2048902Spaceborne satellite remote sensing of tropical montane forests: a review of applications and future trends
Altarez, Richard Dein D., Apan, Armando and Maraseni, Tek. 2022. "Spaceborne satellite remote sensing of tropical montane forests: a review of applications and future trends." Geocarto International. 37 (26), pp. 11900-11928. https://doi.org/10.1080/10106049.2022.2060330Detection of calcium, magnesium, and chlorophyll variations of wheat genotypes on sodic soils using hyperspectral red edge parameters
Choudhury, Malini Roy, Christopher, Jack, Das, Sumanta, Apan, Armando, Menzies, Neal W., Chapman, Scott, Mellor, Vincent and Dang, Yash P.. 2022. "Detection of calcium, magnesium, and chlorophyll variations of wheat genotypes on sodic soils using hyperspectral red edge parameters." Environmental Technology and Innovation. 27, pp. 1-14. https://doi.org/10.1016/j.eti.2022.102469Identifying and prioritising climate change adaptation actions for greater one-horned rhinoceros (Rhinoceros unicornis) conservation in Nepal
Pant, Ganesh, Maraseni, Tek, Apan, Armando and Allen, Benjamin L.. 2022. "Identifying and prioritising climate change adaptation actions for greater one-horned rhinoceros (Rhinoceros unicornis) conservation in Nepal." PEERJ. 10. https://doi.org/10.7717/peerj.12795How much do we know about trade-offs in ecosystem services? A systematic review of empirical research observations
Aryal, Kishor, Maraseni, Tek N. and Apan, Armando. 2022. "How much do we know about trade-offs in ecosystem services? A systematic review of empirical research observations." Science of the Total Environment. 806, pp. 1-13. https://doi.org/10.1016/j.scitotenv.2021.151229Evaluation of drought tolerance of wheat genotypes in rain-fed sodic soil environments using high-resolution UAV remote sensing techniques
Das, Sumanta, Christopher, Jack, Choudhury, Malini Roy, Apan, Armando, Chapman, Scott, Menzies, Neal W. and Dang, Yash P.. 2022. "Evaluation of drought tolerance of wheat genotypes in rain-fed sodic soil environments using high-resolution UAV remote sensing techniques." Biosystems Engineering. 217, pp. 68-82. https://doi.org/10.1016/j.biosystemseng.2022.03.004Predicted declines in suitable habitat for greater one-horned rhinoceros (Rhinoceros unicornis) under future climate and land use change scenarios
Pant, Ganesh, Maraseni, Tek, Apan, Armando and Allen, Benjamin L.. 2021. "Predicted declines in suitable habitat for greater one-horned rhinoceros (Rhinoceros unicornis) under future climate and land use change scenarios." Ecology and Evolution. 11 (24), pp. 18288-18304. https://doi.org/10.1002/ece3.8421A cross-scale analysis to understand and quantify effects of photosynthetic enhancement on crop growth and yield across environments
Wu, Alex, Brider, Jason, Busch, Florian A., Chen, Min, Chenu, Karine, Clarke, Victoria C., Collins, Brian, Ermakova, Maria, Evans, John R., Farquhar, Graham D., Forster, Britta, Furbank, Robert T., Groszmann, Michael, Hernandez‐Prieto, Miguel A., Long, Benedict M., McLean, Greg, Potgieter, Andries, Price, G. Dean, Sharwood, Robert E., ..., Hammer, Graeme L.. 2022. "A cross-scale analysis to understand and quantify effects of photosynthetic enhancement on crop growth and yield across environments." Plant, Cell and Environment. 46 (1), pp. 23-44. https://doi.org/10.1111/pce.14453Application of Sentinel-2 Satellite Data to Map Forest Cover in Southeast Sri Lanka through the Random Forest Classifier
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.Modelling Floodplain Vegetation Response to Groundwater Variability Using the ArcSWAT Hydrological Model, MODIS NDVI Data, and Machine Learning
Muhury, Newton, Apan, Armando A., Maraseni, Tek N. and Ayele, Gebiaw T.. 2022. "Modelling Floodplain Vegetation Response to Groundwater Variability Using the ArcSWAT Hydrological Model, MODIS NDVI Data, and Machine Learning." Land. 11 (12), pp. 1-23. https://doi.org/10.3390/land11122154Mapping 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. 131-146Improving 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.2021.01.014Limiting transpiration rate in high evaporative demand conditions to improve Australian wheat productivity
Collins, Brian, Chapman, Scott, Hammer, Graeme and Chenu, Karine. 2021. "Limiting transpiration rate in high evaporative demand conditions to improve Australian wheat productivity." In Silico Plants. 3 (1). https://doi.org/10.1093/insilicoplants/diab006Statistics poster competitions: an opportunity to connect academics and teachers
Dunn, Peter K., Richardson, Alice, Prodromou, Theodosia and Axelsen, Taryn. 2020. "Statistics poster competitions: an opportunity to connect academics and teachers." Statistics Education Research Journal. 19 (1).Characterizing 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.Research into teaching and learning of tertiary mathematics and statistics
Galligan, Linda, Coupland, Mary, Dunn, Peter K., Hernandez Martinez, Paul and Oates, Greg. 2020. "Research into teaching and learning of tertiary mathematics and statistics." Way, Jennifer, Attard, Catherine, Anderson, Judy, Bobis, Janette, McMaster, Heather and Cartwright, Katherin (ed.) Research in mathematics education in Australasia 2016–2019. Singapore. Springer. pp. 269-292Intelligent 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. 151-169Monitoring rice growth status in the Mekong Delta, Vietnam using multitemporal Sentinel-1 data
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.14.014518Trends 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.2019.136349An 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.2018.11.044Development 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. 141-178Building 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.2019.00071Remotely 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.12.036005Ten simple rules for learning the language of statistics
Richardson, Alice M., Dunn, Peter K., Carey, Michael D. and McDonald, Christine. 2016. "Ten simple rules for learning the language of statistics." MacGilivray, Helen, Martin, Michael A. and Phillips, Brian (ed.) OZCOTS 2016: Satellite to ASC 2016 Australian Statistical Conference. Canberra, Australia 08 - 09 Dec 2016 Australia.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. 177-198Drivers 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.1943-5584.0001593Introductory statistics textbooks and the GAISE recommendations
Dunn, Peter K., Carey, Michael D., Farrar, Michael B., Richardson, Alice M. and McDonald, Christine. 2017. "Introductory statistics textbooks and the GAISE recommendations." The American Statistician. 71 (4), pp. 326-335. https://doi.org/10.1080/00031305.2016.1251972Soil 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.2016.08.004Learning the language of statistics: challenges and teaching approaches
Dunn, Peter K., Carey, Michael D., Richardson, Alice M. and McDonald, Christine. 2016. "Learning the language of statistics: challenges and teaching approaches." Statistics Education Research Journal. 15 (1), pp. 8-27.Groundwater 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-03-2015-0010Instructor perceptions of using a mobile phone-based, free classroom response system in first-year statistics undergraduate courses: implications for teaching practice
Dunn, Peter K., Richardson, Alice, McDonald, Christine, Oprescu, Florin and Fairweather, Helen. 2011. "Instructor perceptions of using a mobile phone-based, free classroom response system in first-year statistics undergraduate courses: implications for teaching practice." Hannah, John and Thomas, Mike (ed.) 8th Southern Hemisphere Conference on the Teaching and Learning of Undergraduate Mathematics and Statistics: Volcanic Delta 2011. Rotorua, New Zealand 27 Nov - 02 Dec 2011Application 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
Application 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 2000Tertiary mathematics education
Coupland, Mary, Dunn, Peter K., Galligan, Linda, Oates, Greg and Trenholm, Sven. 2016. "Tertiary mathematics education." Maker, Katie, Dole, Shelley, Visnovska, Jana, Goos, Merrilyn, Bennison, Anne and Fry, Kym (ed.) Research in Mathematics Education in Australasia 2012-2015. Singapore. Springer. pp. 187-211Image 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 2000Exploring 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.2015.67066Vulnerability 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-8-549-2014CRiSP: an instrument for assessing student perceptions of classroom response systems
Richardson, Alice M., Dunn, Peter K., McDonald, Christine and Oprescu, Florin. 2015. "CRiSP: an instrument for assessing student perceptions of classroom response systems." Journal of Science Education and Technology. 24 (4), pp. 432-447. https://doi.org/10.1007/s10956-014-9528-2StatsCasts: screencasts for complementing lectures in statistics classes
Dunn, Peter K., McDonald, Christine and Loch, Birgit. 2015. "StatsCasts: screencasts for complementing lectures in statistics classes." International Journal of Mathematical Education in Science and Technology. 46 (4), pp. 521-532. https://doi.org/10.1080/0020739X.2014.990530Spectral 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-8-193-2014An 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.2014.00017Effects 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.espadaStatsCasts: supporting student learning of introductory statistics
McDonald, Christine, Dunn, Peter K., Loch, Birgit and Weiss, Vida. 2013. "StatsCasts: supporting student learning of introductory statistics." Deborah, King, Birgit, Loch and Leanne, Rylands (ed.) 9th Delta Conference of Teaching and Learning of Undergraduate Mathematics and Statistics 2013: Shining Through the Fog. Kiama, Australia 24 - 29 Nov 2013 Sydney, Australia.Understanding 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.Mobile-phone-based classroom response systems: students' perceptions of engagement and learning in a large undergraduate course
Dunn, Peter K., Richardson, Alice, Oprescu, Florin and McDonald, Christine. 2013. "Mobile-phone-based classroom response systems: students' perceptions of engagement and learning in a large undergraduate course." International Journal of Mathematical Education in Science and Technology. 44 (8), pp. 1160-1174. https://doi.org/10.1080/0020739X.2012.756548Instructor perceptions of using a mobile-phone-based, free classroom response system in first-year statistics undergraduate courses
Dunn, Peter K., Richardson, Alice, McDonald, Christine and Oprescu, Florin. 2012. "Instructor perceptions of using a mobile-phone-based, free classroom response system in first-year statistics undergraduate courses." International Journal of Mathematical Education in Science and Technology. 43 (8), pp. 1041-1056. https://doi.org/10.1080/0020739X.2012.678896Spatial 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/10.1080/01431161.2010.486415Expectations of Ability and Disability at University: The Fine Art of Managing Lives, Perceptions, and Curricula
Hammer, Sara, Werth, Shalene, Dunn, Peter, Lawson, Kym and d'Abadie, Danielle. 2011. "Expectations of Ability and Disability at University: The Fine Art of Managing Lives, Perceptions, and Curricula." Midgley, Warren, Tyler, Mark A., Danaher, Patrick Alan and Mander, Alison (ed.) Beyond Binaries in Education Research. New York, NY. United States. Routledge. pp. 211-220Identifying 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.Interspecific competition and small bird diversity in an urbanizing landscape
Kath, Jarrod, Maron, Martine and Dunn, Peter K.. 2009. "Interspecific competition and small bird diversity in an urbanizing landscape." Landscape and Urban Planning. 92 (2), pp. 72-79. https://doi.org/10.1016/j.landurbplan.2009.02.007The 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/10.1117/1.3271046Determining broadacre crop area estimates through the use of multi-temporal modis satellite imagery for major Australian winter crops
Potgieter, Andries B.. 2009. Determining broadacre crop area estimates through the use of multi-temporal modis satellite imagery for major Australian winter crops. 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/10.1080/01431160310001618031A statistical distribution for modelling rainfall with promising application in crop science
Lennox, Sarah, Dunn, Peter K., Power, Brendan and De Voil, Peter. 2004. "A statistical distribution for modelling rainfall with promising application in crop science." Fischer, Tony, Turner, Neil, Angus, John, McIntyre, Lynne, Robertson, Michael, Borrell, Andrew and Lloyd, David (ed.) 4th International Crop Science Congress (ICSC 2004): New Directions for a Diverse Planet. Brisbane, Australia 26 Sep - 01 Oct 2004 Gosford, Australia.What Happens When a 1 × 1 × r Die is Rolled?
Dunn, Peter K.. 2003. "What Happens When a 1 × 1 × r Die is Rolled? " The American Statistician. 57 (4), pp. 258-264. https://doi.org/10.1198/0003130032332Mapping 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.Log-linear models
Dunn, Peter K.. 2004. "Log-linear models." Kempf-Leonard, Kimberley (ed.) Encyclopedia of social measurement. Dallas, TX. USA. Elsevier. pp. 585-589Analysis 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/10.1080/10549811.2010.550548Drought risks and vulnerability in rainfed agriculture: example of a case study in Australia
Stone, Roger C. and Potgieter, Andries. 2008. "Drought risks and vulnerability in rainfed agriculture: example of a case study in Australia." Options Mediterraneennes.Spatial 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.xResilience, 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.Commonality of rainfall variables influencing suspended solids concentrations in storm runoff from three different urban impervious surfaces
Brodie, Ian M. and Dunn, Peter K.. 2010. "Commonality of rainfall variables influencing suspended solids concentrations in storm runoff from three different urban impervious surfaces." Journal of Hydrology. 387 (3-4), pp. 202-211. https://doi.org/10.1016/j.jhydrol.2010.04.008Prospects 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.Rainfall variability of decadal and longer time scales: signal or noise?
Meinke, Holger, deVoil, Peter, Hammer, Graeme L., Power, Scott, Allan, Robert J., Stone, Roger C., Folland, Chris K. and Potgieter, Andries B.. 2005. "Rainfall variability of decadal and longer time scales: signal or noise?" Journal of Climate. 18 (1), pp. 89-90. https://doi.org/10.1175/JCLI-3263.1El Nino through the 'eyes' of a wheat crop
Potgieter, Andries B., Hammer, Graeme L., Meinke, Holger, Stone, Roger C. and Goddard, Lisa. 2003. "El Nino through the 'eyes' of a wheat crop." Stone, Roger C. and Partridge, Ian (ed.) National Drought Forum 2003: Science for Drought. Brisbane, Australia 15 - 16 Apr 2003 Brisbane, 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.Tertiary students with a disability or chronic illness: stigma and study
Hammer, Sara, Werth, Shalene and Dunn, Peter. 2009. "Tertiary students with a disability or chronic illness: stigma and study." Bedford, Tas, Huijser, Henk and Muller, Sarah (ed.) Enabling Pathways: 3rd National Conference of Enabling Educators. Toowoomba, Australia 25 - 27 Nov 2009 Toowoomba, Australia.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.Suspended particle characteristics in storm runoff from urban impervious surfaces in Toowoomba, Australia
Brodie, Ian M. and Dunn, Peter K.. 2009. "Suspended particle characteristics in storm runoff from urban impervious surfaces in Toowoomba, Australia." Urban Water Journal. 6 (2), pp. 137-146. https://doi.org/10.1080/15730620802541607Building 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.The impact of disabilities and long-term medical conditions on the student learning experience at USQ
Lawson, Kym, Werth, Shalene, Dunn, Peter and d'Abadie, Danielle. 2008. "The impact of disabilities and long-term medical conditions on the student learning experience at USQ." Pathways 9. Melbourne, Australia 02 - 05 Dec 2008 Melbourne, Australia.Prediction of global rainfall probabilities using phases of the Southern Oscillation Index
Stone, Roger C., Hammer, Graeme L. and Marcussen, Torben. 1996. "Prediction of global rainfall probabilities using phases of the Southern Oscillation Index." Nature. 384 (6606), pp. 252-255. https://doi.org/10.1038/384252a0Predictive 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.Evaluation of Tweedie exponential dispersion model densities by Fourier inversion
Dunn, Peter K. and Smyth, Gordon K.. 2008. "Evaluation of Tweedie exponential dispersion model densities by Fourier inversion." Statistics and Computing. 18 (1), pp. 73-86. https://doi.org/10.1007/s11222-007-9039-6Building-in quality rather than assessing quality afterwards: a technological solution to ensuring computational accuracy in learning materials
Dunn, Peter K.. 2008. "Building-in quality rather than assessing quality afterwards: a technological solution to ensuring computational accuracy in learning materials." Journal of Computers in Mathematics and Science Teaching. 27 (1), pp. 47-63.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.Analysis of the rainfall data in Queensland using the Tweedie GLM
Ohnishi, Toshio and Dunn, Peter K.. 2007. "Analysis of the rainfall data in Queensland using the Tweedie GLM ." 2007 Japanese Joint Statistical Meeting. Kobe, Japan 06 - 09 Sep 2007 Japan.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.2007.05.004Climate variability, climate forecasting, and improved crop design
Stone, Roger C. and Hammer, Graeme L.. 2004. "Climate variability, climate forecasting, and improved crop design." 5th Princess Chulabhorn Science Congress: Evolving Genetics and Its Global Impact. Bangkok 16 - 20 Aug 2004 New York.Cloud observations for the statistical evaluation of the UV index at Toowoomba, Australia
Parisi, A. V., Sabburg, J., Turner, J. and Dunn, P. K.. 2008. "Cloud observations for the statistical evaluation of the UV index at Toowoomba, Australia." International Journal of Biometeorology: the description, causes, and implications of climatic change. 52 (3), pp. 159-166. https://doi.org/10.1007/s00484-007-0106-7What happens with all that maths? (Part 2)
Dunn, Peter K.. 2004. "What happens with all that maths? (Part 2)." Teaching Mathematics. 29 (1), pp. 18-24.What happens with all that maths?
Dunn, Peter K.. 2003. "What happens with all that maths?" Teaching Mathematics. 28 (4), pp. 29-34.Continent-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/10.1080/10934520601015354Three putative types of El Nino revealed by spatial variability in impact on Australian wheat yield
Potgieter, Andries B., Hammer, Graeme L., Meinke, Holger, Stone, Roger C. and Goddard, Lisa. 2005. "Three putative types of El Nino revealed by spatial variability in impact on Australian wheat yield." Journal of Climate. 18 (10), pp. 1566-1574. https://doi.org/10.1175/JCLI3349.1Distance, 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/AR06279Bootstrap confidence intervals for predicted rainfall quantiles
Dunn, Peter K.. 2001. "Bootstrap confidence intervals for predicted rainfall quantiles." International Journal of Climatology. 21 (1), pp. 89-94. https://doi.org/10.1002/joc.596Calculus demonstrations using Matlab
Dunn, Peter K. and Harman, Chris. 2002. "Calculus demonstrations using Matlab." International Journal of Mathematical Education in Science and Technology. 33 (4), pp. 584-596. https://doi.org/10.1080/002073902320300856Understanding statistics using computer demonstrations
Dunn, Peter K.. 2003. "Understanding statistics using computer demonstrations." Journal of Computers in Mathematics and Science Teaching. 22 (3), pp. 261-281.Occurrence and quantity of precipitation can be modelled simultaneously
Dunn, Peter K.. 2004. "Occurrence and quantity of precipitation can be modelled simultaneously ." International Journal of Climatology. 24 (10), pp. 1231-1239. https://doi.org/10.1002/joc.1063Statistical evaluation of data from tractor guidance systems
Dunn, Peter K., Powierski, Andrew P. and Hill, Rodger. 2006. "Statistical evaluation of data from tractor guidance systems." Precision Agriculture. 7 (3), pp. 179-192. https://doi.org/10.1007/s11119-006-9007-8Series evaluation of Tweedie exponential dispersion model densities
Dunn, Peter K. and Smyth, Gordon K.. 2005. "Series evaluation of Tweedie exponential dispersion model densities." Statistics and Computing. 15 (4), pp. 267-280. https://doi.org/10.1007/s11222-005-4070-yDetection 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.Identifying at-risk students: is it possible in a tertiary preparation course for adults?
Carmichael, Colin S., Dunn, Peter K. and Taylor, Janet A.. 2006. "Identifying at-risk students: is it possible in a tertiary preparation course for adults?" Grootenboer, Peter, Zevenbergen, Robyn and Chinnappan, Mohan (ed.) 29th Annual Conference of the Mathematics Education Research Group of Australasia (MERGA29). Canberra, Australia 01 - 05 Jul 2006 Wahroonga, Sydney, Australia.Power-variance models for modelling rainfall
Dunn, Peter K. and White, Neil. 2005. "Power-variance models for modelling rainfall." Francis, A. R., Matawie, K. M., Oshlack, A. and Smyth, Gordon K. (ed.) 20th International Workshop on Statistical Modelling. Sydney, Australia 10 - 15 Jul 2005Community 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.We can still learn about probability by rolling dice and tossing coins
Dunn, Peter K.. 2005. "We can still learn about probability by rolling dice and tossing coins." Teaching Statistics. 27 (2), pp. 37-41. https://doi.org/10.1111/j.1467-9639.2005.00205.xAssessment 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