Mapping habitat of threatened reptiles in Western Downs, Queensland: a spatial modelling approach using 'presence-only' occurrence data
Paper
Paper/Presentation Title | Mapping habitat of threatened reptiles in Western Downs, Queensland: a spatial modelling approach using 'presence-only' occurrence data |
---|---|
Presentation Type | Paper |
Authors | Apan, Armando (Author), Phinn, Stuart (Author), McAlpine, Clive (Author) and Kath, Jarrod (Author) |
Journal or Proceedings Title | Proceedings of the 2010 Queensland Surveying and Spatial Conference (QSSC2010) |
Number of Pages | 15 |
Year | 2010 |
Place of Publication | Brisbane, Australia |
Web Address (URL) of Paper | http://www.spatialsciences.org/images/QLD/QSSC/Program/armando_apan_reptile_qssc_sep2010.pdf |
Conference/Event | Queensland Surveying and Spatial Conference 2010 (QSSC 2010) |
Event Details | Queensland Surveying and Spatial Conference 2010 (QSSC 2010) Event Date 01 to end of 03 Sep 2010 Event Location Brisbane, Australia |
Abstract | Biodiversity conservation planning requires spatial data. Information on the spatial distribution of wildlife species, as well as the location and extent of their habitat, is essential in developing conservation strategies. However, traditional ground-based survey and mapping methods cannot always deliver the necessary information in a timely and cost-effective fashion. For habitat mapping, the development of probabilistic modelling approaches offer some merits for the threatened reptiles in the Western Downs, Queensland, Australia. This study was conducted to identify the predictor variables significant in reptile habitat modelling, and to develop a spatially explicit predictive model for a group of reptiles. The predictor variables and 'presence-only' reptile occurrence data (representing seven threatened species of lizards and snakes) were examined using the weights-of-evidence (WofE) approach in a GIS platform. Of the 18 initial variables, seven of these were excluded from the modelling process due to their weak spatial association with reptile occurrences. These refer to topography-related variables (slope, aspect, topographic wetness index, and elevation) and ‘vegetation amount’ variables (foliage projective cover and NDVI). Conversely, land use, regional ecosystems type, evapotranspiration, land cover and major vegetation group variables exhibited strong spatial association with the observed reptile data. The results also show that the 4-map combination of 'regional ecosystems type' (RE), 'distance from water', 'soils', and 'distance from stream' produced the highest prediction accuracy (up to 87%). This study identified the regional ecosystems layer as the most significant variable, and it highlighted the importance of selected vegetation communities in the region. Since only 9% of the total area has high to moderate habitat preference for the reptiles, further vegetation clearing should be avoided to prevent new habitat loss. The weights-of-evidence approach was found highly suitable for predictive habitat mapping of threatened reptiles with 'presence-only' occurrence data. |
Keywords | habitat mapping; spatial modelling; reptile; weights-of-evidence; Glenmorgan |
ANZSRC Field of Research 2020 | 310308. Terrestrial ecology |
401399. Geomatic engineering not elsewhere classified | |
410407. Wildlife and habitat management | |
Public Notes | No evidence of copyright restrictions preventing deposit. |
Byline Affiliations | Department of Surveying and Land Information |
University of Queensland | |
Australian Centre for Sustainable Catchments |
https://research.usq.edu.au/item/q0358/mapping-habitat-of-threatened-reptiles-in-western-downs-queensland-a-spatial-modelling-approach-using-presence-only-occurrence-data
Download files
2054
total views419
total downloads0
views this month1
downloads this month
Export as
Related outputs
Modelling 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/10.1080/10095020.2022.2155255Convolutional 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/ijgi12050194A 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.2022.100887Early flowering changes robusta coffee yield responses to climate stress and managementv
Kath, Jarrod, Byrareddy, Vivekananda Mittahalli, Reardon-Smith, Kathryn and Mushtaq, Shahbaz. 2023. "Early flowering changes robusta coffee yield responses to climate stress and managementv." Science of the Total Environment. 856 (Part 1), pp. 1-12. https://doi.org/10.1016/j.scitotenv.2022.158836Modelling 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/land11122154Innovations for a climate resilient sustainable agricultural sector
Mushtaq, Shahbaz, Kath, Jarrod and Reardon-Smith, Kathryn. 2022. "Innovations for a climate resilient sustainable agricultural sector." The Australian Farmer: A Digital Publication and Knowledge Tool for the Forward-Thinking Farmer. II, pp. 237-238.Modelling habitat preferences of feral pigs for rooting in lowland rainforest
Elledge, Amanda E., McAlpine, Clive A., Murray, Peter J. and Gordon, Iain J.. 2013. "Modelling habitat preferences of feral pigs for rooting in lowland rainforest." Biological Invasions. 15 (7), pp. 1523-1535. https://doi.org/10.1007/s10530-012-0387-6Fast estimation and choice of confidence interval methods for step regression
Hua, Shuangcheng, Fong, Youyi and Kath, Jarrod. 2022. "Fast estimation and choice of confidence interval methods for step regression." Environmental and Ecological Statistics. 29 (4), pp. 779-799. https://doi.org/10.1007/s10651-022-00547-2Vapour pressure deficit determines critical thresholds for global coffee production under climate change
Kath, Jarrod, Craparo, Alessandro, Fong, Youyi, Byrareddy, Vivekananda, Davis, Aaron P., King, Rachel, Nguyen-Huy, Thong, van Asten, Piet J. A., Marcussen, Torben, Mushtaq, Shahbaz, Stone, Roger and Power, Scott. 2022. "Vapour pressure deficit determines critical thresholds for global coffee production under climate change." Nature Food. 3, pp. 871-880. https://doi.org/10.1038/s43016-022-00614-8Student 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.2022.102469A satellite-based Standardized Antecedent Precipitation Index (SAPI) for mapping extreme rainfall risk in Myanmar
Nguyen-Huy, Thong, Kath, Jarrod, Nagler, Thomas, Khaung, Ye, Aung, Thee Su Su, Mushtaq, Shahbaz, Marcussen, Torben and Stone, Roger. 2022. "A satellite-based Standardized Antecedent Precipitation Index (SAPI) for mapping extreme rainfall risk in Myanmar." Remote Sensing Applications: Society and Environment. 26, pp. 1-19. https://doi.org/10.1016/j.rsase.2022.100733How 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.2021.151229Mapping 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. 131-146Evaluation 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.2022.03.004Global disparities in agricultural climate index-based insurance research
Adeyinka, Adewuyi Ayodele, Kath, Jarrod, Nguyen-Huy, Thong, Mushtaq, Shahbaz, Souvignet, Maxime, Range, Matthias and Barratt, Jonathan. 2022. "Global disparities in agricultural climate index-based insurance research." Climate Risk Management. 35, pp. 1-15. https://doi.org/10.1016/j.crm.2022.100394Identifying 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, pp. 1-23. https://doi.org/10.7717/peerj.12795Predicted 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/ece3.8421Improving 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.2021.01.014Temperature and rainfall impacts on robusta coffee bean characteristics
Kath, Jarrod, Byrareddy, Vivek, Mushtaq, Shahbaz, Craparo, Aleesandro and Porcel, Mario. 2021. "Temperature and rainfall impacts on robusta coffee bean characteristics." Climate Risk Management. 32. https://doi.org/10.1016/j.crm.2021.100281Statistical comparison of additive regression tree methods on ecological grassland data
Plant, Emily, King, Rachel and Kath, Jarrod. 2021. "Statistical comparison of additive regression tree methods on ecological grassland data." Ecological Informatics. 61, pp. 1-23. https://doi.org/10.1016/j.ecoinf.2020.101198Coping with drought: Lessons learned from robusta coffee growers in Vietnam
Byrareddy, Vivekananda, Kouadio, Louis, Mushtaq, Shahbaz, Kath, Jarrod and Stone, Roger. 2021. "Coping with drought: Lessons learned from robusta coffee growers in Vietnam." Climate Services. 22, pp. 1-11. https://doi.org/10.1016/j.cliser.2021.100229Characterizing 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.Intelligent data analytics for time series, trend analysis and drought indices comparison
Dayal, Kavina S., Deo, Ravinesh C. and Apan, Armando A.. 2021. "Intelligent data analytics for time series, trend analysis and drought indices comparison." Deo, Ravinesh C., Samui, Pijush, Kisi, Ozgur and Yaseen, Zaher Mundher (ed.) Intelligent data analytics for decision-support systems in hazard mitigation: theory and practice of hazard mitigation. Singapore. Springer. pp. 151-169Win-win: Improved irrigation management saves water and increases yield for robusta coffee farms in Vietnam
Byrareddy, Vivekananda, Kouadio, Louis, Kath, Jarrod, Mushtaq, Shahbaz, Rafiei, Vahid, Scobie, Michael and Stone, Roger. 2020. "Win-win: Improved irrigation management saves water and increases yield for robusta coffee farms in Vietnam." Agricultural Water Management. 241, pp. 1-12. https://doi.org/10.1016/j.agwat.2020.106350Monitoring 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.14.014518Not so robust: robusta coffee production is highly sensitive to temperature
Kath, Jarrod, Byrareddy, Vivekananda M., Craparo, Alessandro, Nguyen-Huy, Thong, Mushtaq, Shahbaz, Cao, Loc and Bossolasco, Laurent. 2020. "Not so robust: robusta coffee production is highly sensitive to temperature." Global Change Biology. 26 (6), pp. 3677-3688. https://doi.org/10.1111/gcb.15097Defining flood risk management strategies: a systems approach
Mai, Thanh, Mushtaq, Shahbaz, Reardon-Smith, Kate, Webb, Paul, Stone, Roger, Kath, Jarrod and An-Vo, Duc-Anh. 2020. "Defining flood risk management strategies: a systems approach." International Journal of Disaster Risk Reduction. 47. https://doi.org/10.1016/j.ijdrr.2020.101550Creating positive synergies between risk management and transfer to accelerate food system climate resilience
Mushtaq, Shahbaz, Kath, Jarrod, Stone, Roger, Henry, Ross, Laderach, Peter, Reardon-Smith, Kathryn, Cobon, David, Marcussen, Torben, Cliffe, Neil, Kristiansen, Paul and Pischke, Frederik. 2020. "Creating positive synergies between risk management and transfer to accelerate food system climate resilience." Climatic Change: an interdisciplinary, international journal devoted to the description, causes and implications of climatic change. 161 (3), pp. 465-478. https://doi.org/10.1007/s10584-020-02679-5Trends and current state of research on greater one-horned rhinoceros (Rhinoceros unicornis): a systematic review of the literature over a period of 33 years (1985–2018)
Pant, Ganesh, Maraseni, Tek, Apan, Armando and Allen, Benjamin L.. 2020. "Trends and current state of research on greater one-horned rhinoceros (Rhinoceros unicornis): a systematic review of the literature over a period of 33 years (1985–2018)." Science of the Total Environment. 710, pp. 1-14. https://doi.org/10.1016/j.scitotenv.2019.136349Integrating El Nino-Southern Oscillation information and spatial diversification to minimize risk and maximize profit for Australian grazing enterprises
Nguyen-Huy, Thong, Kath, Jarrod, Mushtaq, Shahbaz, Cobon, David, Stone, Gordon and Stone, Roger. 2020. "Integrating El Nino-Southern Oscillation information and spatial diversification to minimize risk and maximize profit for Australian grazing enterprises." Agronomy for Sustainable Development: sciences des productions vegetales et de l'environnement. 40, pp. 1-11. https://doi.org/10.1007/s13593-020-0605-zAn assessment of governance quality for community-based forest management systems in Asia: Prioritisation of governance indicators at various scales
Maraseni, Tek Narayan, Bhattarai, Nabin, Karky, Bhaskar Singh, Cadman, Timothy, Timalsina, Niroj, Bhandari, Trishna Singh, Apan, Armando, Ma, Hwan Ok, Rawat, R. S., Verma, Nemit, San, Su Mon, Oo, Thaung Naing, Dorji, Kinley, Dhungana, Sindhu and Poudel, Mohan. 2019. "An assessment of governance quality for community-based forest management systems in Asia: Prioritisation of governance indicators at various scales." Land Use Policy: the international journal covering all aspects of land use. 81, pp. 750-671. https://doi.org/10.1016/j.landusepol.2018.11.044Spatial variability in regional scale drought index insurance viability across Australia’s wheat growing regions
Kath, Jarrod, Mushtaq, Shahbaz, Henry, Ross, Adeyinka, Adewuyi Ayodele, Stone, Roger, Marcussen, Torben and Kouadio, Louis. 2019. "Spatial variability in regional scale drought index insurance viability across Australia’s wheat growing regions." Climate Risk Management. 24, pp. 13-29. https://doi.org/10.1016/j.crm.2019.04.002Development 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. 141-178Key risks for Australian macadamia growers and potential insurance options to manage financial losses
Mushtaq, Shahbaz, Kath, Jarrod, Marcussen, Torbin, Roberts, Julian, Wilkinson, Claire, Mehmet, Russell, Pilling, Debbie and Henry, Ross. 2019. Key risks for Australian macadamia growers and potential insurance options to manage financial losses. Toowoomba, Australia. University of Southern Queensland.A soil temperature decision support tool for agronomic research and management under climate variability: adapting to earlier and more variable planting conditions
Kath, Jarrod and Pembleton, Keith. 2019. "A soil temperature decision support tool for agronomic research and management under climate variability: adapting to earlier and more variable planting conditions." Computers and Electronics in Agriculture. 162, pp. 783-792. https://doi.org/10.1016/j.compag.2019.05.030Copula statistical models for analyzing stochastic dependencies of systemic drought risk and potential adaptation strategies
Nguyen-Huy, Thong, Deo, Ravinesh C., Mushtaq, Shahbaz, Kath, Jarrod and Khan, Shahjahan. 2019. "Copula statistical models for analyzing stochastic dependencies of systemic drought risk and potential adaptation strategies." Stochastic Environmental Research and Risk Assessment. 33 (3), pp. 779-799. https://doi.org/10.1007/s00477-019-01662-6Remotely sensed agricultural grassland productivity responses to land use and hydro-climatic drivers under extreme drought and rainfall
Kath, Jarrod, Le Brocque, Andrew, Reardon-Smith, Kathryn and Apan, Armando. 2019. "Remotely sensed agricultural grassland productivity responses to land use and hydro-climatic drivers under extreme drought and rainfall." Agricultural and Forest Meteorology. 268, pp. 11-22. https://doi.org/10.1016/j.agrformet.2019.01.007A conceptual framework for ecological responses to groundwater regime alteration (FERGRA)
Kath, Jarrod, Boulton, Andrew J., Harrison, Evan T. and Dyer, Fiona J.. 2018. "A conceptual framework for ecological responses to groundwater regime alteration (FERGRA)." Ecohydrology. 11 (7), pp. 1-17. https://doi.org/10.1002/eco.2010Tree 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.2018.08.006Tropical cyclone insurance for Queensland agriculture
Mushtaq, Shahbaz, Kath, Jarrod, Stone, Roger, Marcussen, Torben, Roberts, Julian, Wilkinson, Claire, Mehmet, Russell and Henry, Ross. 2018. Tropical cyclone insurance for Queensland agriculture. University of Southern Queensland. University of Southern Queensland.Drought climate adaptation program: producing enhanced agricultural crop insurance systems: summary report
Mushtaq, Shabaz, Marcussen, Torben, Kath, Jarrod, Reardon-Smith, Kathryn, Kouadio, Louis, Krishnamurti, Chandrasekhar, Stone, Roger, Roberts, Julian, Mehmet, Russell, Pilling, Debbie and Henry, Ross. 2018. Drought climate adaptation program: producing enhanced agricultural crop insurance systems: summary report. University of Southern Queensland.Drought climate adaptation program: producing enhanced agricultural crop insurance systems: final report
Mushtaq, Shahbaz, Marcussen, Torben, Kath, Jarrod, Reardon-Smith, Kathryn, Kouadio, Louis, Krishnamurti, Chandrasekhar, Stone, Roger, Roberts, Julian, Mehmet, Russell, Pilling, Debbie and Henry, Ross. 2017. Drought climate adaptation program: producing enhanced agricultural crop insurance systems: final report. University of Southern Queensland.Index insurance benefits agricultural producers exposed to excessive rainfall risk
Kath, Jarrod, Mushtaq, Shahbaz, Henry, Ross, Adeyinka, Adewuyi and Stone, Roger. 2018. "Index insurance benefits agricultural producers exposed to excessive rainfall risk." Weather and Climate Extremes. 22, pp. 1-9. https://doi.org/10.1016/j.wace.2018.10.003Mapping 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.12.036005An integrated model to examine the effects of sustainable diversion limits: a case study in the Lower Campaspe catchment
El Sawah, S., Kelly, R. A., Beverly, C., Stott, K., Patrick, M. J., Kath, J., Croke, B. F. W., Qureshi, M. E., Courtney-Barrer, B., Asher, M. J., Roberts, A. and Jakeman, A. J.. 2013. "An integrated model to examine the effects of sustainable diversion limits: a case study in the Lower Campaspe catchment." Piantadosi, J., Anderssen, R. S. and Boland, J. (ed.) 20th International Congress on Modelling and Simulation (MODSIM 2013): Adapting to Change: The Multiple Roles of Modelling. Adelaide, Australia 01 - 06 Dec 2013 Canberra, Australia.Copula-based agricultural conditional value-at-risk modelling for geographical diversifications in wheat farming portfolio management
Nguyen-Huy, Thong, Deo, Ravinesh C., Mushtaq, Shahbaz, Kath, Jarrod and Khan, Shahjahan. 2018. "Copula-based agricultural conditional value-at-risk modelling for geographical diversifications in wheat farming portfolio management." Weather and Climate Extremes. 21, pp. 76-89. https://doi.org/10.1016/j.wace.2018.07.002Discretization of continuous predictor variables in Bayesian networks: an ecological threshold approach
Lucena-Moya, Paloma, Brawata, Renee, Kath, Jarrod, Harrison, Evan, El Sawah, Sondoss and Dyer, Fiona. 2015. "Discretization of continuous predictor variables in Bayesian networks: an ecological threshold approach." Environmental Modelling and Software. 66, pp. 36-45. https://doi.org/10.1016/j.envsoft.2014.12.019Interactions among stressors may be weak: Implications for management of freshwater macroinvertebrate communities
Kath, Jarrod, Thomson, James R., Thompson, Ross, Kefford, Ben, Dyer, Fiona and MacNally, Ralph. 2018. "Interactions among stressors may be weak: Implications for management of freshwater macroinvertebrate communities." Diversity and Distributions. 24 (7), pp. 939-950. https://doi.org/10.1111/ddi.12737Drought 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. 177-198Why groundwater matters: an introduction for policy-makers and managers
Kath, Jarrod and Dyer, Fiona. 2017. "Why groundwater matters: an introduction for policy-makers and managers." Policy Studies. 38 (5), pp. 447-461. https://doi.org/10.1080/01442872.2016.1188907Drivers 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 2017Looking beneath the surface: using hydrogeology and traits to explain flow variability effects on stream macroinvertebrates
Kath, Jarrod, Harrison, Evan, Kefford, Ben J., Moore, Leah, Wood, Paul J., Schafer, Ralf B. and Dyer, Fiona. 2016. "Looking beneath the surface: using hydrogeology and traits to explain flow variability effects on stream macroinvertebrates." Ecohydrology. 9 (8), pp. 1480-1495. https://doi.org/10.1002/eco.1741Chronic groundwater decline: a multi-decadal analysis of groundwater trends under extreme climate cycles
Le Brocque, Andrew F., Kath, Jarrod and Reardon-Smith, Kathryn. 2018. "Chronic groundwater decline: a multi-decadal analysis of groundwater trends under extreme climate cycles." Journal of Hydrology. 561, pp. 976-986. https://doi.org/10.1016/j.jhydrol.2018.04.059Spatio-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.1943-5584.0001593Soil 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.2016.08.004Using a Bayesian network model to assess ecological responses to hydrological factor interactions
Kath, Jarrod M., Le Brocque, Andrew F. and Maron, Martine. 2016. "Using a Bayesian network model to assess ecological responses to hydrological factor interactions." Ecohydrology. 9 (1), pp. 11-20. https://doi.org/10.1002/eco.1597Groundwater 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 Ecological Society of Australia Annual Conference: Diversity: Pattern, Process and Prospects (ESA 2016). Fremantle, Australia 29 Nov - 02 Dec 2016 Australia.Vulnerability assessment of urban community and critical infrastructures for integrated flood risk management and climate adaptation strategies
Espada, Rudolf, Apan, Armando and McDougall, Kevin. 2017. "Vulnerability assessment of urban community and critical infrastructures for integrated flood risk management and climate adaptation strategies." International Journal of Disaster Resilience in the Built Environment. 8 (4), pp. 375-411. https://doi.org/10.1108/IJDRBE-03-2015-0010Application of hybrid artificial neural network algorithm for the prediction of Standardized Precipitation Index
Dayal, Kavina S., Deo, Ravinesh C. and Apan, Armando A.. 2016. "Application of hybrid artificial neural network algorithm for the prediction of Standardized Precipitation Index." 2016 IEEE Region 10 International Conference: Technologies for Smart Nation (TENCON 2016). Singapore 22 - 25 Nov 2016 Singapore. https://doi.org/10.1109/TENCON.2016.7848588
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 2000Image analysis techniques for assessing landscape structural change: a case study of the Lockyer Valley Catchment, Queensland
Apan, Armando A., Raine, Steven R. and Paterson, Mark S.. 2000. "Image analysis techniques for assessing landscape structural change: a case study of the Lockyer Valley Catchment, Queensland." 10th Australasian Remote Sensing and Photogrammetry Conference (ARSPC 2000). Adelaide, Australia 21 - 25 Aug 2000Groundwater salinization intensifies drought impacts in forests and reduces refuge capacity
Kath, Jarrod, Powell, Sue, Reardon-Smith, Kathryn, El Sawah, Sondoss, Jakeman, Anthony J., Croke, Barry F.W. and Dyer, Fiona J.. 2015. "Groundwater salinization intensifies drought impacts in forests and reduces refuge capacity." Journal of Applied Ecology. 52 (5), pp. 1116-1125. https://doi.org/10.1111/1365-2664.12495Vulnerability 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-8-549-2014Groundwater thresholds for drought resilience in floodplain woodlands: a case study from the northern Murray-Darling Basin
Kath, Jarrod, Reardon-Smith, Kate, Le Brocque, Andy and Dyer, Fiona. 2014. "Groundwater thresholds for drought resilience in floodplain woodlands: a case study from the northern Murray-Darling Basin." Climate Adaptation (NCCARF 2014): Future Challenges. Gold Coast, Australia 30 Sep - 02 Oct 2014 Gold Coast, Australia.Identifying groundwater thresholds for drought resilience in floodplain tree species in the northern Murray-Darling Basin
Reardon-Smith, Kate, Kath, Jarrod, Le Brocque, Andy and Dyer, Fiona. 2014. "Identifying groundwater thresholds for drought resilience in floodplain tree species in the northern Murray-Darling Basin." Andersen, Alan (ed.) Ecological Society of Australia Annual Conference (ESA 2014). Alice Springs, Australia 28 Sep - 03 Oct 2014 Canberra, Australia.Spectral 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.2014.06.021Hydrological and land use determinants of Eucalyptus camaldulensis occurrence in floodplain wetlands
Kath, Jarrod, Le Brocque, Andrew, Leyer, Ilona and Mosner, Eva. 2014. "Hydrological and land use determinants of Eucalyptus camaldulensis occurrence in floodplain wetlands." Austral Ecology: a journal of ecology in the Southern Hemisphere. 39 (6), pp. 643-655. https://doi.org/10.1111/aec.12126The 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-8-193-2014Groundwater depth thresholds for tree condition
Kath, Jarrod, Reardon-Smith, Kate, Le Brocque, Andi, Dafny, Elad, Dyer, Fiona, Fritz, L. and Batterham, Megan. 2013. "Groundwater depth thresholds for tree condition." 52nd Australian Society for Limnology Congress (ASL 2013): From Theory to Practice in Water Science. Canberra, Australia 02 - 05 Dec 2013 Canberra, Australia.Groundwater decline and tree change in floodplain landscapes: identifying non-linear threshold responses in canopy condition
Kath, J., Reardon-Smith, K., Le Brocque, A. F., Dyer, F. J., Dafny, E., Fritz, L. and Batterham, M.. 2014. "Groundwater decline and tree change in floodplain landscapes: identifying non-linear threshold responses in canopy condition." Global Ecology and Conservation. 2, pp. 148-160. https://doi.org/10.1016/j.gecco.2014.09.002Foraging guild perturbations and ecological homogenization driven by a despotic native bird species
Howes, Alison, MacNally, Ralph, Loyn, Richard, Kath, Jarrod, Bowen, Michiala, McAlpine, Clive and Maron, Martine. 2014. "Foraging guild perturbations and ecological homogenization driven by a despotic native bird species." IBIS: The International Journal of Avian Science. 156 (2), pp. 341-354. https://doi.org/10.1111/ibi.12136Effects 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 (MODSIM 2013): Adapting to Change: The Multiple Roles of Modelling. Adelaide, Australia 01 - 06 Dec 2013 Canberra, Australia.