Abstract
Thirlmere Lakes is a group of five freshwater wetlands in the southwest fringe of Sydney, Australia, that is subject to cyclic wetting and drying. The lakes are surrounded by activities that have led to increasing pressure on the local surface and groundwater supply including farming and mining. The mine has been operating for more than 30 years, and in recent times, there has been speculation that the surface subsidence and underground pumping may have some impact on surface water and groundwater hydrology. A study was undertaken using satellite imagery to examine the relation between water area changes and rainfall variability. The study utilised Landsat time-series data during the period 1982–2014 to calculate changes in the lake water area (LA), through the normalised difference water index (NDWI) threshold. High classification accuracy was achieved using NDWI against high-resolution data that are available for the years 2008 (88.4 %), 2010 (92.8 %), and 2013 (96.9 %). The LA measurement was correlated against 11 historic observations that occurred in 2009, 2010, and 2011 during drier wetland conditions. Correlation analysis of the LA with the residual rainfall mass spread across the past 30 years has found that rainfall variability is a major dominant factor associated with the wetland changes. The underground mining operations, if verified by independent investigations, probably play a minor or negligible contributor to variations in total wetland area during the study period. This study has demonstrated that remote sensing is a technique that can be used to augment limited historic data.
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References
Baghdadi N, Bernier M, Gauthier R, Neeson I (2001) Evaluation of C-band SAR data for wetlands mapping. Int J Remote Sens 22:71–88. doi:10.1080/014311601750038857
Barbier EB, Burgess JC, Folke C (1994) Paradise lost: the ecological economics of biodiversity. Earthscan Publications, London
BMCS (2012) Hut news: the vanishing Thirlmere Lakes. Blue Mountains Conservation Society, Conservation Hut, Wentworth Falls, New South Wales
BOM (2014) Bureau of meteorology daily rainfall data. http://www.bom.gov.au/climate/data/. Accessed 10 Oct 2014
BOM (2015) Bureau of meteorology, Australian Government, La Niña—Detailed Australian analysis. http://www.bom.gov.au/climate/enso/lnlist/. Accessed 20 Jan 2015
Booth CJ (2006) Groundwater as an environmental constraint of longwall coal mining. Environ Geol 49:796–803. doi:10.1007/s00254-006-0173-9
Bortels L, Chan JCW, Merken R, Koedam N (2011) Long-term monitoring of wetlands along the Western-Greek Bird Migration Route using Landsat and ASTER satellite images: amvrakikos Gulf (Greece). J Nat Conserv 19:215–223. doi:10.1016/j.jnc.2011.01.004
Conway D, Allison E, Felstead R, Goulden M (2005) Rainfall variability in East Africa: implications for natural resources management and livelihoods. Philos Trans R Soc Lond A: Math Phys Eng Sci 363(1826):49–54
Daily GC (1997) Nature’s services: societal dependence on natural ecosystems. Island Press, Washington
Dobson JE et al (1995) NOAA coastal change analysis program (C-CAP): guidance for regional implementation. US Department of Commerce, National Oceanic and Atmospheric Administration, National Marine Fisheries Service, USA
Eamus D, Froend R (2006) Groundwater-dependent ecosystems: the where, what and why of GDEs. Aust J Bot 54:91–96. doi:10.1071/bt06029
Ghatak DS (2010) Trade-off between conservation of environment and economic development? a case study of East Kolkata Wetland. International Institute of Social Studies, The Hague
Guo H, Adhikary DP, Craig MS (2008) Simulation of mine water inflow and gas emission during longwall mining. Rock Mech Rock Eng 42:25–51. doi:10.1007/s00603-008-0168-9
Harvey KR, Hill GJE (2001) Vegetation mapping of a tropical freshwater swamp in the Northern Territory, Australia: a comparison of aerial photography, Landsat TM and SPOT satellite imagery. Int J Remote Sens 22:2911–2925
Irish RR (2000) Landsat 7 science data users handbook. National Aeronautics and Space Administration, USA
Jenkins RB, Frazier PS (2010) High-resolution remote sensing of upland swamp boundaries and vegetation for baseline mapping and monitoring. Wetlands 30:531–540. doi:10.1007/s13157-010-0059-1
Jensen JR, Christensen EJ, Sharitz R (1984) Nontidal wetland mapping in South Carolina using airborne multispectral scanner data. Remote Sens Environ 16:1–12. doi:10.1016/0034-4257(84)90023-3
Johnston RM, Barson MM (1993) Remote sensing of Australian wetlands: an evaluation of Landsat TM data for inventory and classification. Aust J Mar Freshw Res 44:235–252
Kay D, Waddington A, Page J, de Somer B (2006) Management of impacts of longwall mining under urban areas. In: Coal operators’ conference, Australasian institute of mining and metallurgy, University of Wollongong, NSW, Australia, p 60
Kayastha N, Thomas V, Galbraith J, Banskota A (2012) Monitoring wetland change using inter-annual landsat time-series data. Wetlands 32:1149–1162. doi:10.1007/s13157-012-0345-1
Kebede S, Travi Y, Alemayehu T, Marc V (2006) Water balance of Lake Tana and its sensitivity to fluctuations in rainfall, Blue Nile basin, Ethiopia. J Hydrol 316(1–4):233–247
Mitsch WJ, Gosselink JG (1994) Wetlands, 2nd edn, vol 5. Land degradation and development, vol 1, Wiley. doi:10.1002/ldr.3400050107
Mooney HA et al. (2005) Ecosystems and human well-being: wetland and water synthesis. Millennium ecosystem assessment, vol 358, Washington
Moser M, Prentice C, Frazier S (1996) A global overview of wetland loss and degradation. In: Paper presented at the proceedings of the 6th meeting of the conference of contracting parties, Brisbane, Australia, Ramsar Convention Bureau, Gland, Switzerland, 19–27 Mar 1996
Murray BBR, Zeppel MJ, Hose GC, Eamus D (2003) Groundwater-dependent ecosystems in Australia: it’s more than just water for rivers. Ecol Manag Restor 4:110–113
NSW Government (2013) Thirlmere Lakes inquiry—review of the final report of the independent committee: NSW Chief Scientist and Engineer, New South Wales Government, Sydney
NSW Government (2015) Thirlmere Lakes water monitoring. Office of Environment and Heritage, New South Wales Government. http://www.environment.nsw.gov.au/water/thirlmere-lakes-water-data.htm. Accessed 20 Jan 2015
Na X, Zang S, Zhang N, Cui J (2015) Impact of land use and land cover dynamics on Zhalong wetland reserve ecosystem, Heilongjiang Province, China. Int J Environ Sci Technol 12:445–454. doi:10.1007/s13762-013-0398-6
Ozesmi SL, Bauer ME (2002) Satellite remote sensing of wetlands. Wetl Ecol Manag 10:381–402. doi:10.1023/A:1020908432489
Pells P (2011) Report on the water levels of Thirlmere Lakes. Pells Consulting, Central Coast
Ramsar Convention Secretariat (2011) Ecosystem services benefit factsheets. http://archive.ramsar.org/cda/en/ramsar-pubs-info-ecosystem-services/main/ramsar/1-30-103%5E24258_4000_0__. Accessed 10 Oct 2014
Ramsar Convention Secretariat (2013) The Ramsar convention manual, 6th edn. RC Secretariat, Gland
Riley S, Finlayson M, Gore D, McLean W, Thomas K (2012) Thirlmere Lakes inquiry—final report of the Independent Committee. Office of Environment and Heritage, New South Wales Government, Sydney
Rundquist DC, Narumalani S, Narayanan RM (2001) A review of wetlands remote sensing and defining new considerations. Remote Sens Rev 20:207–226. doi:10.1080/02757250109532435
Sader SA, Ahl D, Liou WS (1995) Accuracy of Landsat-TM and GIS rule-based methods for forest wetland classification in Maine. Remote Sens Environ 53:133–144. doi:10.1016/0034-4257(95)00085-F
Schädler S (2014) Long-term changes to water levels in Thirlmere Lakes—drivers and consequences. Master of Philosophy Thesis, School of Biological Earth and Environmental Sciences, University of New South Wales, New South Wales
Shanbhag AB, Borges SD (2008) Influence of innate wetland characteristics on site selection by wintering waterbirds in tropical freshwater wetlands. In: Paper presented at the proceedings of Taal2007: the 12th world lake conference, Jaipur
Shubho MTH, Islam SR, Ayon BD, Islam I (2014) An improved semiautomatic segmentation approach to land cover mapping for identification of land cover change and trend. Int J Environ Sci Technol 12:2593–2602. doi:10.1007/s13762-014-0649-1
Storey J, Scaramuzza P, Schmidt G, Barsi J (2005) Landsat 7 scan line corrector-off gap filled product development. Proc Pecora Sioux Falls S D USA 16:23–27
Tahmoor Coal (2012) Thirlmere Lakes—surface water balance assessment. Tahmoor Coal Pty Ltd, Bargo
Timms B (1992) The conservation status of athalassic lakes in New South Wales, Australia. Hydrobiologia 243:435–444
Tulbure MG, Broich M (2013) Spatiotemporal dynamic of surface water bodies using Landsat time-series data from 1999 to 2011. ISPRS J Photogramm Remote Sens 79:44–52. doi:10.1016/j.isprsjprs.2013.01.010
United States Geological Survey (2013) Using the USGS Landsat 8 product. United States Geological Survey, USA. http://landsat.usgs.gov/Landsat8_Using_Product.php. Accessed 09 Dec 2014
Vaezi A, Karbassi A, Valavi S, Ganjali M (2015) Ecological risk assessment of metals contamination in the sediment of the Bamdezh wetland. Iran Int J Environ Sci Technol 12:951–958
van Dijk AI et al (2013) The Millennium Drought in southeast Australia (2001–2009): natural and human causes and implications for water resources, ecosystems, economy, and society. Water Resour Res 49:1040–1057
Wang G, Weng Q (2013) Remote sensing of natural resources. CRC Press, Boca Raton
Work EA Jr, Gilmer DS (1976) Utilization of satellite data for inventorying prairie ponds and lakes. Photogramm Eng Remote Sens 42:685–694
YCEO (2013) Converting digital numbers to top of atmosphere (ToA) reflectance, Center for Earth Observation, Yale University, New Haven, Connecticut, USA
Acknowledgments
This independent research was funded by the Australian Centre for Sustainable Mining Practices (ACSMP), School of Mining Engineering, UNSW, Australia, as a Ph.D. scholarship for the first author. The United States Geological Survey (USGS) is acknowledged for providing free access to the Landsat data. Additional historical lake level data were provided in kind by P. Pells.
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Banerjee, B.P., Raval, S. & Timms, W. Evaluation of rainfall and wetland water area variability at Thirlmere Lakes using Landsat time-series data. Int. J. Environ. Sci. Technol. 13, 1781–1792 (2016). https://doi.org/10.1007/s13762-016-1018-z
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DOI: https://doi.org/10.1007/s13762-016-1018-z