Spatiotemporal dynamic of surface water bodies using Landsat time-series data from 1999 to 2011

ISPRS Journal of Photogrammetry and Remote Sensing

Volumn 79, Issue , 2013, Pages 44-52

  Tulbure, Mirela G ^a   Broich, Mark ^b  

^a UNIVERSITY OF NEW SOUTH WALES   (Australia)

^b UNIVERSITY OF TECHNOLOGY SYDNEY   (Australia)

Author keywords

Large area wetland inventory; Long term trends; Optical remote sensing; Surface water body detection; Swan Coastal Plain; Western Australia

Indexed keywords

ABSTRACTING; BIODIVERSITY; CLIMATE CHANGE; DECISION TREES; GROUNDWATER; RAIN; REFLECTION; URBAN GROWTH; WETLANDS;

COASTAL PLAIN; LARGE AREA WETLAND INVENTORY; LONG-TERM TREND; OPTICAL REMOTE SENSING; SURFACE WATER BODY; WESTERN AUSTRALIA;

SURFACE WATERS;

ACCURACY ASSESSMENT; ALGORITHM; CLIMATE CHANGE; GROUNDWATER ABSTRACTION; LANDSAT THEMATIC MAPPER; REMOTE SENSING; SATELLITE IMAGERY; SPATIOTEMPORAL ANALYSIS; SPECTRAL REFLECTANCE; SURFACE WATER; TIME SERIES; URBAN DEVELOPMENT; URBANIZATION; WETLAND;

AUSTRALIA; SWAN COASTAL PLAIN; WESTERN AUSTRALIA;

EID: 84875264300     PISSN: 09242716     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.isprsjprs.2013.01.010     Document Type: Article

References (58)

1. Alsdorf D.E., Rodriguez E., Lettenmaier D.P. Measuring surface water from space. Reviews of Geophysics 2007, 45.
2. Millenium Ecosystem Assessment, 2005. Ecosystems and Human Well-being. Wetlands and Water Synthesis. World Resource Institute, Washington, DC, 80p.
3. Baker C., Lawrence R., Montagne C., Patten D. Mapping wetlands and riparian areas using Landsat ETM+ imagery and decision-tree-based models. Wetlands 2006, 26:465-474.
4. Baker C., Lawrence R., Montagne C., Patten D. Change detection of wetland ecosystems using Landsat imagery and change vector analysis. Wetlands 2007, 27:610-619.
5. Braganza K., Church J.A. Observations of global and Australian climate. Climate Change: Science and Solutions for Australia 2011, 1-14. CSIRO Publishing, Collingwood, Australia. H. Cleugh, M.S. Smith, M. Battaglia, P. Graham (Eds.).
6. Breiman L. Bagging predictors. Machine Learning 1996, 24(2):123-140.
7. Breiman L., Friedman J.H., Stone C.J., Olshen R.A. Classification and Regression Trees 1984, Chapman and Hall/CRC, Boca Raton, FL, p. 368.
8. Broich M., Hansen M., Stolle F., Potapov P., Margono B.A., Adusei B. Remotely sensed forest cover loss shows high spatial and temporal variation across Sumatera and Kalimantan, Indonesia 2000-2008. Environmental Research Letters 2011, 6(1).
9. Broich M., Hansen M.C., Potapov P., Adusei B., Lindquist E., Stehman S.V. Time-series analysis of multi-resolution optical imagery for quantifying forest cover loss in Sumatra and Kalimantan, Indonesia. International Journal of Applied Earth Observation and Geoinformation 2011, 13:277-291.
10. Brown de Colstoun E.C., Story M.H., Thompson C., Commisso K., Smith T.G., Irons J.R. National Park vegetation mapping using multitemporal Landsat 7 data and a decision tree classifier. Remote Sensing of Environment 2003, 85:316-327.
11. Bureau of Meteorology, 2011. Perth in 2010: One of the Hottest and Driest Years on Record. (last checked 26.11.12). http://www.bom.gov.au/climate/current/annual/wa/archive/2010.perth.shtml.
12. Bwangoy J.R.B., Hansen M.C., Roy D.P., De Grandi G., Justice C.O. Wetland mapping in the Congo Basin using optical and radar remotely sensed data and derived topographical indices. Remote Sensing of Environment 2010, 114:73-86.
13. Chambers, J.M., Davis, J.A., 1989. How wetlands work. Proceedings of the Swan Coastal Plain Groundwater Management Conference. Western Australian Water Resources, 97-103.
14. Chander G., Markham B.L., Helder D.L. Summary of current radiometric calibration coefficients for Landsat MSS, TM, ETM+, and EO-1 ALI sensors. Remote Sensing of Environment 2009, 113:893-903.
15. Climate Change: Science and Solutions for Australia 2011, CSIRO Publishing, Collingwood, Australia, . H. Cleugh, M.S. Smith, M. Battaglia, P. Graham (Eds.).
16. Davis J.A., Froend R. Loss and degradation of wetlands in southwestern Australia: underlying causes, consequences and solutions. Wetlands Ecology and Management 1999, 7:13-23.
17. Davis J., Sim L., Chambers J. Multiple stressors and regime shifts in shallow aquatic ecosystems in antipodean landscapes. Freshwater Biology 2010, 55:5-18.
18. Department of Sustainability, 2009. E. Water, Population and Communities. Australian Natural Resources Atlas. Biodiversity and Vegetation - Swan Coastal Plain. (last accessed 26.11.12). http://www.anra.gov.au/topics/vegetation/extent/wa/ibra-swan-coastal-plain.html.
19. Exelis Visual Information Solutions, 2011. ENVI software v. 4.8.
20. Finlayson C.M., Davidson N.C., Spiers A.G., Stevenson N.J. Global wetland inventory - current status and future priorities. Marine and Freshwater Research 1999, 50:717-727.
21. Finlayson, C.M., Davis, J.A., Gell, P.A., Kingsford, R.T., Parton, K.A., 2011. The status of wetlands and the predicted effects of global climate change: the situation in Australia. Aquatic Sciences - Research Across Boundaries, pp. 1-21.
22. Foody G.M. Status of land cover classification accuracy assessment. Remote Sensing of Environment 2002, 80:185-201.
23. Frazier P.S., Page K.J. Water body detection and delineation with Landsat TM data. Photogrammetric Engineering and Remote Sensing 2000, 66(12):1461-1467.
24. Friedl M.A., Brodley C.E. Decision tree classification of land cover from remotely sensed data. Remote Sensing of Environment 1997, 61:399-409.
25. Froend R., Sommer B. Phreatophytic vegetation response to climatic and abstraction-induced groundwater drawdown: examples of long-term spatial and temporal variability in community response. Ecological Engineering 2010, 36:1191-1200.
26. Frohn R., Reif M., Lane C., Autrey B. Satellite remote sensing of isolated wetlands using object-oriented classification of Landsat-7 data. Wetlands 2009, 29:931-941.
27. Hall, J., Kretschmer, P., Quinton, B., Marrilier, B., 2010. Murray hydrological studies: surface water, groundwater and environmental water - land development, drainage and climate scenario report. In: Water Science Technical Series, vol.: WST26. Department of Water, Government of Western Australia, 100p.
28. Hansen M.C., Loveland T.R. A review of large area monitoring of land cover change using Landsat data. Remote Sensing of Environment 2012, 122:66-74.
29. Hansen M.C., Roy D.P., Lindquist E., Adusei B., Justice C.O., Altstatt A. A method for integrating MODIS and Landsat data for systematic monitoring of forest cover and change in the Congo Basin. Remote Sensing of Environment 2008, 112:2495-2513.
30. Hill, A.L., Semeniuk, C.A., Semeniuk, V., Del Marco, A., 1996. Wetlands of the Swan Coastal Plain. Wetland mapping, classification, and evaluation, main report Water and Rivers Commisision and the Department of Environmental Protection, Perth, Western Australia, vol. 2AL, 146p.
31. Horwitz P., Bradshaw D., Hopper S., Davies P., Froend R., Bradshaw F. Hydrological change escalates risk of ecosystem stress in Australia's threatened biodiversity hotspot. Royal Society of Western Australia 2008, 91(1):1-11.
32. Johnston R.M., Barson M.M. Remote sensing of Australian wetlands: an evaluation of Landsat TM data for inventory and classification. Australian Journal of Marine and Freshwater Research 1993, 44:235-252.
33. Kingsford R.T., Brandis K., Thomas R.F., Crighton P., Knowles E., Gale E. Classifying landform at broad spatial scales: the distribution and conservation of wetlands in New South Wales, Australia. Marine and Freshwater Research 2004, 55:17-31.
34. Maxwell S.K., Schmidt G.L., Storey J.C. A multi-scale segmentation approach to filling gaps in Landsat ETM+ SLC-off images. International Journal of Remote Sensing 2007, 28:5339-5356.
35. McGarigal, K., Cushman, S.A., Neel, M.C., Ene, E., 2002. FRAGSTATS: Spatial Pattern Analysis Program for Categorical Maps. Computer software program produced by the authors at the University of Massachusetts, Amherst. http://www.umass.edu/landeco/research/fragstats/fragstats.html.
36. Mitsch W.J., Gosselink J.G. Wetlands 1993, Van Nostrand Reinhold, New York, NY, 539p.
37. Ozesmi S.L., Bauer M.E. Satellite remote sensing of wetlands. Wetlands Ecology and Management 2002, 10:381-402.
38. Pressey R.L., Adam P. A review of wetland inventory and classification in Australia. Plant Ecology 1995, 118:81-101.
39. R Development Core Team, 2008. R.
40. Rabus B., Eineder M., Roth A., Bamler R. The shuttle radar topography mission-a new class of digital elevation models acquired by spaceborne radar. Journal of Photogrammetry and Remote Sensing 2003, 57:241-262.
41. Raupach, M.R., Briggs, P.R., Haverd, V., King, E.A., Paget, M., Trudinger, C.M., 2006. Australian Water Availability Project. CSIRO Marine and Atmospheric Research. Canberra, Australia, 44p.
42. Raupach, M.R., Briggs, P., Haverd, V., King, E.A., Paget, M., Trudinger, C.M., 2009. Australian Water Availability Project (AWAP): CSIRO Marine and Atmospheric Research Component: Final Report for Phase 3. CAWCR Technical Report 13, 72p.
43. Roy D.P., Ju J.C., Kline K., Scaramuzza P.L., Kovalskyy V., Hansen M., Loveland T.R., Vermote E., Zhang C.S. Web-enabled Landsat Data (WELD): Landsat ETM plus composited mosaics of the conterminous United States. Remote Sensing of Environment 2010, 114:35-49.
44. Semeniuk C.A., Semeniuk V. A geomorphic approcah to global classification for inland wetlands. Vegetatio 1995, 118:103-124.
45. Smith L.C. Satellite remote sensing of river inundation area, stage, and discharge: a review. Hydrol Process 1997, 11:1427-1439.
46. Smith J.H., Stehman S.V., Wickham J.D., Yang L. Effects of landscape characteristics on land-cover class accuracy. Remote Sensing of Environment 2003, 84:342-349.
47. Sommer B., Horwitz P. Macroinvertebrate cycles of decline and recovery in Swan Coastal Plain (Western Australia) wetlands affected by drought-induced acidification. Hydrobiologia 2009, 624:191-203.
48. Sommer B., Horwitz P., Hewitt P. Assessment of wetland invertebrate and fish biodiversity for the Gnangara Sustainability Strategy (GSS). Centre for Ecosystem Management 2008, Edith Cowan University, Joondalup, WA, 123p.
49. Stehman S.V., Czaplewski R.L. Design and analysis for thematic map accuracy assessment: fundamental principles. Remote Sensing of Environment 1998, 64:331-344.
50. Stehman S.V., Wickham J.D., Smith J.H., Yang L. Thematic accuracy of the 1992 National Land-Cover Data for the eastern United States: statistical methodology and regional results. Remote Sensing of Environment 2003, 86:500-516.
51. Townley, L.R., lhrner, J.V., Barr, A.D., Trefry, M.G., Wright, K.D., Gailitis, V., Harris, C.J., Johnson, C.D., 1993. Wetlands of the Swan Coastal plain: vol. 3: Interactions between lakes, wetlands and unconfined aquifers. Water Authority of Western Australia, 115p.
52. UNESCO 1971. Article 1, Part 1, Convention on wetlands of international significance. Published in Australia in 1976 for the Department of Foreign Affairs. Australian Government Publishing Service, Treaty Series 1975, No. 48.
53. USGS, 2003. Landsat: a global land-observing program. U.S. Geological Survey, Reston, VA, USA. USGS Factsheet 023-63, 4p.
54. USGS, 2006. Shuttle Radar Topography Mission, 3 Arc Second, Filled Finished-A, 2.0, Global Land Cover Facility, University of Maryland, College Park, Maryland.
55. Weller, R., 2009. Boomtown 2050: Scenarios for a Rapidly Growing City UWA Publishing.
56. Williams D.L., Goward S., Arvidson T. Landsat: Yesterday, today, and tomorrow. Photogrammetric Engineering and Remote Sensing 2006, 72(10):1171-1178.
57. Wright C., Gallant A. Improved wetland remote sensing in Yellowstone National Park using classification trees to combine TM imagery and ancillary environmental data. Remote Sensing of Environment 2007, 107:582-605.
58. Zedler J.B., Kercher S. Wetland resources: status, trends, ecosystem services, and restorability. Annual Review of Environment and Resources 2005, 30:39-74.