Early-season crop area estimates for winter crops in NE Australia using MODIS satellite imagery
Article
Article Title | Early-season crop area estimates for winter crops in NE Australia using MODIS satellite imagery |
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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 |
https://research.usq.edu.au/item/q088z/early-season-crop-area-estimates-for-winter-crops-in-ne-australia-using-modis-satellite-imagery
2002
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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.