Spatiotemporal water dynamic modelling of Ramsar-listed lakes on the Victorian Volcanic Plains using Landsat, ICESat-2 and airborne LiDAR data

Article


Zhang, Zhenyu, Liu, Xiaoye and Wright, Wendy. 2022. "Spatiotemporal water dynamic modelling of Ramsar-listed lakes on the Victorian Volcanic Plains using Landsat, ICESat-2 and airborne LiDAR data." Ecological Informatics. 71, pp. 1-15. https://doi.org/10.1016/j.ecoinf.2022.101789
Article Title

Spatiotemporal water dynamic modelling of Ramsar-listed lakes on the Victorian Volcanic Plains using Landsat, ICESat-2 and airborne LiDAR data

ERA Journal ID124225
Article CategoryArticle
AuthorsZhang, Zhenyu (Author), Liu, Xiaoye (Author) and Wright, Wendy (Author)
Journal TitleEcological Informatics
Journal Citation71, pp. 1-15
Article Number101789
Number of Pages15
Year2022
PublisherElsevier
Place of PublicationNetherlands
ISSN1574-9541
Digital Object Identifier (DOI)https://doi.org/10.1016/j.ecoinf.2022.101789
Web Address (URL)https://www.sciencedirect.com/science/article/abs/pii/S1574954122002394
Abstract

Spatiotemporal dynamic information on surface water area and level is a prerequisite for effective wetland conservation and management. However, such information is either unavailable or difficult to obtain. In this study, for the first time, we leverage Landsat imagery, ICESat-2 and airborne LiDAR data to develop time series of water body dynamics over the last 35 years (1987–2021) using machine learning method on a cloud computing platform for lakes identified as international importance in the Western District Lakes Ramsar site in Victoria, Australia. Our results reveal distinct seasonal (dry and wet) variation patterns and long-term changes in trends of lake water areas and levels in response to seasonal rainfall variations and regional climate changes for the periods of before, during and after the Millennium Drought when southeast Australia experienced unprecedented dry conditions. Lake water bodies have not recovered to the status of pre-Millennium Drought, and many permanent Ramsar-listed lakes in the region have become to ephemeral lakes due to climate change. The outcome of this study provides a baseline to help understand the historical and ongoing status of the Ramsar-listed lakes in a warming and drying climate in support of the development of strategic plan to implement international obligations for wetlands protection under the Ramsar Convention.

KeywordsRamsar Convention, Google Earth Engine, LiDAR, ICESat-2, Millennium Drought, Western District Lakes Ramsar site
ANZSRC Field of Research 2020370704. Surface water hydrology
410206. Landscape ecology
370402. Earth and space science informatics
Public Notes

Files associated with this item cannot be displayed due to copyright restrictions.

Byline AffiliationsSchool of Surveying and Built Environment
Federation University
Institution of OriginUniversity of Southern Queensland
Permalink -

https://research.usq.edu.au/item/q7qvy/spatiotemporal-water-dynamic-modelling-of-ramsar-listed-lakes-on-the-victorian-volcanic-plains-using-landsat-icesat-2-and-airborne-lidar-data

  • 100
    total views
  • 3
    total downloads
  • 2
    views this month
  • 0
    downloads this month

Export as

Related outputs

Modelling of shoreline changes of coral reef islands using satellite observations and cloud computing
Akram, Hassan, Zhang, Zhenyu and Liu, Xiaoye. 2023. "Modelling of shoreline changes of coral reef islands using satellite observations and cloud computing." 2023 Asian Conference on Remote Sensing (ACRS2023). Taipei, Taiwan 30 Oct - 03 Nov 2023 Taiwan.
Machine learning for estimation of tree inventory parameters using terrestrial laser scanning, photogrammetry and UAV data
Kuznetsov, Igor, Zhang, Zhenyu, Liu, Xiaoye and Subedi, Nab Raj. 2023. "Machine learning for estimation of tree inventory parameters using terrestrial laser scanning, photogrammetry and UAV data ." 2023 Asian Conference on Remote Sensing (ACRS2023). Taipei, Taiwan 30 Oct - 03 Nov 2023 Taiwan.
Bathymetric modelling for long-term monitoring of water dynamics of Ramsar-listed lakes using inundation frequency and photon-counting LiDAR data
Zhang, Zhenyu and Liu, Xiaoye. 2023. "Bathymetric modelling for long-term monitoring of water dynamics of Ramsar-listed lakes using inundation frequency and photon-counting LiDAR data." Ecohydrology and Hydrobiology. https://doi.org/10.1016/j.ecohyd.2023.10.003
Crowd-Assisted Flood Disaster Management
Koswatte, S., McDougall, K. and Liu, X.. 2023. "Crowd-Assisted Flood Disaster Management." Singh, Vijay P., Yadav, Shalini, Yadac, Krishna Kumar, Corzo, Gerald Augusto, Munoz-Arriola, Francisco and Yadava, Ram Narayan (ed.) Application of Remote Sensing and GIS in Natural Resources and Built Infrastructure Management. Switzerland. Springer. pp. 39-55
Teaching terrestrial laser scanning for spatial data collection and applications: experiential learning as a tool to enhance the development of higher level graduate capabilities
Liu, Xiaoye, Zhang, Zhenyu and Basson, Mariata. 2019. "Teaching terrestrial laser scanning for spatial data collection and applications: experiential learning as a tool to enhance the development of higher level graduate capabilities." Goh, Steven (ed.) 30th Annual Conference of the Australasian Association for Engineering Education (AAEE2019). Brisbane, Australia 08 - 11 Dec 2019 Brisbane, Australia.
Terrestrial laser scanning for building information modelling: teaching and practice
Zhang, Zhenyu and Liu, Xiaoye. 2019. "Terrestrial laser scanning for building information modelling: teaching and practice." 2019 International Symposium on Remote Sensing. Taipei, Taiwan 17 - 19 Apr 2019 Taoyuan City, Taiwan.
Statistical analysis of LiDAR-derived structure and intensity variables for tree species identification
Zhang, Zhenyu, Liu, Xiaoye and Wright, Wendy. 2013. "Statistical analysis of LiDAR-derived structure and intensity variables for tree species identification." Denys, P., Strack, M., Moore, A. B. and Whingham, P. (ed.) 2013 GIS and Remote Sensing Research Conference (SIRC NZ 2013) . Otago, New Zealand 29 - 30 Aug 2013 Wellington, New Zealand.
Spatial modelling of bilby (Macrotis lagotis) and rabbit (Oryctolagus cuniculus) pellets within a predator-proof enclosure
Lollback, Gregory W., Dunwoody, J. Ernest, Mebberson, Rachel, Shuker, Jonathan D., Page, Tahlie, Hayles, Sarann J., Rakotopare, Nicolas, Liu, Xiaoye and Hero, Jean-Marc. 2018. "Spatial modelling of bilby (Macrotis lagotis) and rabbit (Oryctolagus cuniculus) pellets within a predator-proof enclosure." Australian Mammalogy. 40 (1), pp. 93-102. https://doi.org/10.1071/AM16045
Fuzzy analysis of airborne LiDAR data for rainforest boundary determination
Zhang, Zhenyu, Liu, Xiaoye, McDougall, Kevin and Wright, Wendy. 2017. "Fuzzy analysis of airborne LiDAR data for rainforest boundary determination." 6th International Conference on Telecommunications and Remote Sensing (ICTRS'17). Delft, Netherlands 06 - 07 Nov 2017 New york, United States. https://doi.org/10.1145/3152808.3152816
Relevance assessment of crowdsourced data (CSD) using semantics and geographic information retrieval (GIR) techniques
Koswatte, Saman, McDougall, Kevin and Liu, Xiaoye. 2018. "Relevance assessment of crowdsourced data (CSD) using semantics and geographic information retrieval (GIR) techniques." ISPRS International Journal of Geo-Information. 7 (7), pp. 1-18. https://doi.org/10.3390/ijgi7070256
VGI and crowdsourced data credibility analysis using spam email detection techniques
Koswatte, Saman, McDougall, Kevin and Liu, Xiaoye. 2018. "VGI and crowdsourced data credibility analysis using spam email detection techniques." International Journal of Digital Earth: a new journal for a new vision. 11 (5), pp. 520-532. https://doi.org/10.1080/17538947.2017.1341558
Semantic location extraction from crowdsourced data
Koswatte, Saman, McDougall, Kevin and Liu, Xiaoye. 2016. "Semantic location extraction from crowdsourced data." 23rd International Society for Photogrammetry and Remote Sensing (ISPRS 2016). Prague, Czech Republic 12 - 19 Jul 2016 Germany. https://doi.org/10.5194/isprsarchives-XLI-B2-543-2016
Global lessons from successful rhinoceros conservation in Nepal
Aryal, Achyut, Acharya, Krishna Prasad, Shrestha, Uttam Babu, Dhakal, Maheshwar, Raubenhiemer, David and Wright, Wendy. 2017. "Global lessons from successful rhinoceros conservation in Nepal." Conservation Biology. 31 (6), pp. 1494-1497. https://doi.org/10.1111/cobi.12894
SDI and crowdsourced spatial information management automation for disaster management
Koswatte, S., McDougall, K. and Liu, X.. 2015. "SDI and crowdsourced spatial information management automation for disaster management." Survey Review. 47 (344), pp. 307-315. https://doi.org/10.1179/1752270615Y.0000000008
SDI and crowdsourced spatial information management automation for disaster management
Koswatte, Saman, McDougall, Kevin and Liu, Xiaoye. 2014. "SDI and crowdsourced spatial information management automation for disaster management." FIG Commission 3 Workshop 2014. Bologna, Italy 04 - 07 Nov 2014
Flood inundation mapping using hydraulic modelling and GIS: a case study in the West Creek sub-catchment
Sahib, Basheer, Liu, Xiaoye and McDougall, Kevin. 2014. "Flood inundation mapping using hydraulic modelling and GIS: a case study in the West Creek sub-catchment." 3rd National Conference on Urban Water Management: Storm water 2014. Adelaide, South Australia 13 - 17 Oct 2014 Australia.
Preliminary spatial analysis of Hendra disease outbreaks in South East Queensland
Burnham, Jahnavi, Chong, Albert K., Liu, Xiaoye and Moore, Antoni. 2015. "Preliminary spatial analysis of Hendra disease outbreaks in South East Queensland." The Globe.
Feature assessment in object-based forest classification using airborne LiDAR data and high spatial resolution satellite imagery
Zhang, Zhenyu, Liu, Xiaoye and Wright, Wendy. 2014. "Feature assessment in object-based forest classification using airborne LiDAR data and high spatial resolution satellite imagery." Gamba, Paolo, Xian, George, Wang, Guangxing, Zhu, Jianjun and Weng, Qihao (ed.) 3rd International Workshop on Earth Observation and Remote Sensing Applications (EORSA 2014): Global Change and Sustainable Development: A Remote Sensing Perspective. Changsha, China 11 - 14 Jun 2014 Piscataway, NJ. United States. https://doi.org/10.1109/EORSA.2014.6927920
WorldView-2 satellite imagery and airborne LiDAR data for object-based forest species classification in a cool temperate rainforest environment
Zhang, Zhenyu and Liu, Xiaoye. 2013. "WorldView-2 satellite imagery and airborne LiDAR data for object-based forest species classification in a cool temperate rainforest environment." Abdul Rahman, Alias, Boguslawski, Pawel, Gold, Christopher and Nor Said, Mohamad (ed.) Developments in multidimensional spatial data models. Heidelberg, Germany. Springer. pp. 103-122
Effects 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.
Support vector machines for tree species identification using LiDAR-derived structure and intensity variables
Zhang, Zhenyu and Liu, Xiaoye. 2013. "Support vector machines for tree species identification using LiDAR-derived structure and intensity variables." Geocarto International. 28 (4), pp. 364-378. https://doi.org/10.1080/10106049.2012.710653
Object-based image analysis for forest species classification using Worldview-2 satellite imagery and airborne LiDAR data
Zhang, Zhenyu, Liu, Xiaoye and Wright, Wendy. 2012. "Object-based image analysis for forest species classification using Worldview-2 satellite imagery and airborne LiDAR data." International Symposium on Remote Sensing (ISRS 2012), 8th International Conference on Space, Aeronautical and Navigational Electronics (ICSANE 2012). Incheon, Korea 10 - 12 Oct 2012
Terrain and canopy surface modelling from LiDAR data for tree species classification
Zhang, Zhenyu, Liu, Xiaoye, Peterson, Jim and Wright, Wendy. 2012. "Terrain and canopy surface modelling from LiDAR data for tree species classification." Ruzicka, Jan and Ruzickova, Katerina (ed.) Symposium GIS Ostrava 2012: Surface Models for Geosciences. Ostrava, Czech Republic 23 - 25 Jan 2012 Ostrava, Czech Republic.
Statistical analysis of airborne LiDAR data for forest classification in the Strzelecki Ranges, Victoria, Australia
Zhang, Z., Liu, X., Peterson, J. and Wright, W.. 2011. "Statistical analysis of airborne LiDAR data for forest classification in the Strzelecki Ranges, Victoria, Australia." Chan, F., Marinova, D. and Anderssen, R. S. (ed.) 19th International Congress on Modelling and Simulation (MODSIM2011). Perth, Australia 12 - 16 Dec 2011 Australia. Modelling and Simulation Society of Australia and New Zealand . https://doi.org/10.36334/modsim.2011.E3.zhang
Characteristic analysis of a flash flood-affected creek catchment using LiDAR-derived DEM
Liu, X., Zhang, Z. and McDougall, K.. 2011. "Characteristic analysis of a flash flood-affected creek catchment using LiDAR-derived DEM." Chan, F., Marinova, D. and Anderssen, R. S. (ed.) 19th International Congress on Modelling and Simulation (MODSIM2011). Perth, Australia 12 - 16 Dec 2011 Australia. Modelling and Simulation Society of Australia and New Zealand . https://doi.org/10.36334/modsim.2011.E14.liu
Mapping cycling pathways and route selection using GIS and GPS
Huntley, Matthew, Liu, Xiaoye, McDougall, Kevin and Gibbings, Peter. 2011. "Mapping cycling pathways and route selection using GIS and GPS." 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.
Accuracy assessment of LiDAR elevation data using survey marks
Liu, Xiaoye. 2011. "Accuracy assessment of LiDAR elevation data using survey marks." Survey Review. 43 (319), pp. 80-93. https://doi.org/10.1179/003962611X12894696204704
Drainage network extraction using LiDAR-derived DEM in volcanic plains
Liu, Xiaoye and Zhang, Zhenyu. 2011. "Drainage network extraction using LiDAR-derived DEM in volcanic plains." Area. 43 (1), pp. 42-52. https://doi.org/10.1111/j.1475-4762.2010.00955.x
High-resolution DEM generated from LiDAR data for water resource management
Liu, X., Peterson, J. and Zhang, Z.. 2005. "High-resolution DEM generated from LiDAR data for water resource management." Zerger, Andre and Argent, Robert M. (ed.) 16th International Congress on Modelling and Simulation (MODSIM05). Melbourne, Australia 12 - 15 Dec 2005 Australia. Modelling and Simulation Society of Australia and New Zealand .
Long term land use and land cover change and its impact on cool temperate rainforest in the Strzelecki Ranges, Australia
Zhang, Z., Peterson, J., Zhu, X. and Wright, W.. 2008. "Long term land use and land cover change and its impact on cool temperate rainforest in the Strzelecki Ranges, Australia." Chen, Jun (ed.) 21st Congress of the International Society of Photogrammetry and Remote Sensing (ISPRS 2008). Beijing, China 03 - 11 Jul 2008 Beijing, China.
Ground truth extraction from LiDAR data for image orthorectification
Liu, Xiaoye and Zhang, Zhenyu. 2008. "Ground truth extraction from LiDAR data for image orthorectification." Weng, Qihao, Zhang, Jixian, Liu, Zhengjun and Wang, Jing (ed.) 2008 International Workshop on Earth Observation and Remote Sensing Applications. Beijing, China 30 Jun - 02 Jul 2008 China. https://doi.org/10.1109/EORSA.2008.4620320
LIDAR data reduction for efficient and high quality DEM generation
Liu, Xiaoye and Zhang, Zhenyu. 2008. "LIDAR data reduction for efficient and high quality DEM generation." Chen, Jun (ed.) 21st Congress of the International Society of Photogrammetry and Remote Sensing (ISPRS 2008). Beijing, China 03 - 11 Jul 2008 Beijing, China.
Airborne LiDAR for DEM generation: some critical issues
Liu, Xiaoye. 2008. "Airborne LiDAR for DEM generation: some critical issues." Progress in Physical Geography: an international review of geographical work in the natural and environmental sciences. 32 (1), pp. 31-49. https://doi.org/10.1177/0309133308089496
The effect of LiDAR data density on DEM accuracy
Liu, X., Zhang, Z., Peterson, J. and Chandra, S.. 2007. "The effect of LiDAR data density on DEM accuracy." 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 .
LiDAR-derived high quality ground control information and DEM for image orthorectification
Liu, Xiaoye, Zhang, Zhenyu, Peterson, Jim and Chandra, Shobhit. 2007. "LiDAR-derived high quality ground control information and DEM for image orthorectification." Geoinformatica: an international journal on advances of computer science for geographic information systems. 11 (1), pp. 37-53. https://doi.org/10.1007/s10707-006-005-9
Cool temperate rainforest and adjacent forests classification using airborne LiDAR data
Zhang, Zhenyu, Liu, Xiaoye, Peterson, Jim and Wright, Wendy. 2011. "Cool temperate rainforest and adjacent forests classification using airborne LiDAR data." Area. 43 (4), pp. 438-448. https://doi.org/10.1111/j.1475-4762.2011.01035.x
Effects of LiDAR data reduction and breaklines on the accuracy of digital elevation model
Liu, Xiaoye and Zhang, Zhenyu. 2011. "Effects of LiDAR data reduction and breaklines on the accuracy of digital elevation model." Survey Review. 43 (323), pp. 614-628. https://doi.org/10.1179/003962611X13117748892317
Improving soil salinity prediction with high resolution DEM derived from LiDAR data
Liu, Xiaoye, Peterson, Jim, Zhang, Zhenyu and Chandra, Shobhit. 2005. "Improving soil salinity prediction with high resolution DEM derived from LiDAR data." 9th International Symposium on Physical Measurements and Signatures in Remote Sensing (ISPMSRS 2005). Beijing, China 17 - 19 Oct 2005
Extracting drainage network from high resolution DEM in Toowoomba, Queensland
Liu, Xiaoye and Zhang, Zhenyu. 2010. "Extracting drainage network from high resolution DEM in Toowoomba, Queensland." Queensland Surveying and Spatial Conference 2010 (QSSC 2010). Brisbane, Australia 01 - 03 Sep 2010 Brisbane, Australia.
Evaluation of the performance of DEM interpolation algorithms for LiDAR data
Liu, Xiaoye, Zhang, Zhenyu and Peterson, Jim. 2009. "Evaluation of the performance of DEM interpolation algorithms for LiDAR 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.
Large area DEM generation using airborne LiDAR data and quality control
Liu, Xiaoye, Zhang, Zhenyu, Peterson, Jim and Chandra, Shobhit. 2008. "Large area DEM generation using airborne LiDAR data and quality control." Li, D. R., Foody, Giles M. and Ge, Y. (ed.) 8th International Symposium on Spatial Accuracy Assessment in Natural Resources and Environmental Sciences. Shanghai, China 25 - 27 Jun 2008 Liverpool, UK.
A spatial analysis of Greater Bilby (Macrotis Lagotis) habitat in south-west Queensland
Dunwoody, Ernest, Liu, Xiaoye and McDougall, Kevin. 2009. "A spatial analysis of Greater Bilby (Macrotis Lagotis) habitat in south-west Queensland." 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.
Revealing long term land use and land cover change in a severely disturbed environment
Zhang, Z., Peterson, J., Zhu, X. and Wright, W.. 2008. "Revealing long term land use and land cover change in a severely disturbed environment." Zhang, Jingxiong and Goodchild, Michael F. (ed.) 8th International Symposium on Spatial Accuracy Assessment in Natural Resources and Environmental Sciences. Shanghai, China 25 - 27 Jun 2008 Liverpool, UK.
Digital elevation model accuracy requirements for catchment management
McDougall, Kevin, Liu, Xiaoye, Basnet, Badri Bahadur and Apan, Armando. 2008. "Digital elevation model accuracy requirements for catchment management." McDougall, Kevin (ed.) Queensland Spatial Conference 2008. Surfers Paradise, Australia 17 - 19 Jul 2008 Brisbane, Australia.
Evaluation of current DEM accuracy for Condamine Catchment
McDougall, Kevin, Liu, Xiaoye, Basnet, Badri Bahadur and Apan, Armando. 2008. "Evaluation of current DEM accuracy for Condamine Catchment." Li, Deren, Ge, Yong and Foody, Giles M. (ed.) Accuracy in geomatics. Liverpool, England. World Academic Union.
Modelling land use and land cover change in the Strzelecki ranges
Zhang Z., Peterson J., Zhu, X. and Wright W.. 2007. "Modelling land use and land cover change in the Strzelecki ranges." Oxley, L. and Kulasiri, D. (ed.) 17th International Congress on Modelling and Simulation (MODSIM07). Christchurch, New Zealand 10 - 13 Dec 2007 New Zealand. Modelling and Simulation Society of Australia and New Zealand . pp. 1328-1334