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Combining multisource satellite data to estimate storage variation of a lake in the Rift Valley Basin,Ethiopia
Institution:1. Faculty of Hydraulic and Water Resources Engineering, Institute of Water Technology, Arba Minch University, P.O.Box 21, Arba Minch, Ethiopia;2. International Water Management Institute (IWMI), P. O. Box 5689, Addis Ababa, Ethiopia;3. Department of Water Resources, Faculty of Geo-Information Science and Earth Observation (ITC), University of Twente, Hengelosestraat 99, 7514 AE Enschede, the Netherlands
Abstract:Integration of remote sensing data sets from multiple satellites is tested to simulate water storage variation of Lake Ziway, Ethiopia for the period 2009-2018. Sixty Landsat ETM+/OLI images served to trace temporal variation of lake surface area using a water extraction index. Time series of lake levels were acquired from two altimetry databases that were validated by in-situ lake level measurements. Coinciding pairs of optical satellite based lake surface area and radar altimetry based lake levels were related through regression and served for simulating lake storage variation. Indices for extracting lake surface area from images showed 91–99 % overall accuracy. Lake water levels from the altimetry products well agreed to in-situ lake level measurements with R2 = 0.92 and root mean square error of 11.9 cm. Based on this study we conclude that integrating satellite imagery and radar altimetry is a viable approach for frequent and accurate monitoring of lake water volume variation and for long-term change detection. Findings indicate water level reduction (4 cm/annum), surface area shrinkage (0.08km2/annum) and water storage loss (20.4Mm3/annum) of Lake Ziway (2009–2018).
Keywords:Landsat lake surface estimation  Lake level radar altimetry  Water volume variation  Change monitoring  Lake Ziway
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