A lake detection algorithm (LDA) using Landsat 8 data: A comparative approach in glacial environment

Abstract Glacial lakes show a wide range of turbidity. Owing to this, the normalized difference water indices (NDWIs) as proposed by many researchers, do not give appropriate results in case of glacial lakes. In addition, the sub-pixel proportion of water and use of different optical band combinations are also reported to produce varying results. In the wake of the changing climate and increasing GLOFs (glacial lake outburst floods), there is a need to utilize wide optical and thermal capabilities of Landsat 8 data for the automated detection of glacial lakes. In the present study, the optical and thermal bandwidths of Landsat 8 data were explored along with the terrain slope parameter derived from Advanced Spaceborne Thermal Emission and Reflection Radiometer Global Digital Elevation Model Version2 (ASTER GDEM V2), for detecting and mapping glacial lakes. The validation of the algorithm was performed using manually digitized and subsequently field corrected lake boundaries. The pre-existing NDWIs were also evaluated to determine the supremacy and the stability of the proposed algorithm for glacial lake detection. Two new parameters, LDI (lake detection index) and LF (lake fraction) were proposed to comment on the performances of the indices. The lake detection algorithm (LDA) performed best in case of both, mixed lake pixels and pure lake pixels with no false detections (LDI = 0.98) and very less areal underestimation (LF = 0.73). The coefficient of determination (R2) between areal extents of lake pixels, extracted using the LDA and the actual lake area, was very high (0.99). With understanding of the terrain conditions and slight threshold adjustments, this work can be replicated for any mountainous region of the world.

[1]  Yun Zhang,et al.  Understanding image fusion , 2004 .

[2]  S. Bartalev,et al.  SPOT-VGT NDVI AND NDWI TRENDS 1998-2005 AS INDICATORS OF RECENT LAND COVER CHANGE PROCESSES IN NORTHERN EURASIA , 2007 .

[3]  Hanqiu Xu.  Modification of normalised difference water index (NDWI) to enhance open water features in remotely sensed imagery , 2006 .

[4]  G. Philip,et al.  Mapping repeated surges and retread of glaciers using IRS-1C/1D data: a case study of Shaune Garang glacier, northwestern Himalaya , 2004 .

[5]  Wang Shun-de.  Changes in Merzbacher Lake of Inylchek Glacier and Glacial Flash Floods in Aksu River Basin,Tianshan during the Period of 1903-2009 , 2009 .

[6]  Xiaoming Zhang,et al.  A Comparison of Land Surface Water Mapping Using the Normalized Difference Water Index from TM, ETM+ and ALI , 2013, Remote. Sens..

[7]  James P. Verdin,et al.  A five‐year analysis of MODIS NDVI and NDWI for grassland drought assessment over the central Great Plains of the United States , 2007 .

[8]  H. Yoshida.  OBSERVATION OF RIPARIAN VEGETATION IN WESTERN NAMIBIA BY USING NDVI AND NDWI DERIVED FROM SPOT-VEGETATION , 2005 .

[9]  M. Hung,et al.  Mapping and visualizing the Great Salt Lake landscape dynamics using multi‐temporal satellite images, 1972–1996 , 2005 .

[10]  Frank Paul,et al.  Automated detection of glacier lakes based on remote sensing in view of assessing associated hazard potentials , 2010 .

[11]  B. Ghimire,et al.  Supraglacial Lake Classification in the Everest Region of Nepal Himalaya , 2011 .

[12]  John J. Clague,et al.  A review of catastrophic drainage of moraine-dammed lakes in British Columbia , 2000 .

[13]  I. Jonckheere,et al.  Monitoring herbaceous fuel moisture content with SPOT VEGETATION time-series for fire risk prediction in savanna ecosystems , 2007 .

[14]  Xiaoling Chen,et al.  Integration of multi-source data for water quality classification in the Pearl River estuary and its adjacent coastal waters of Hong Kong , 2004 .

[15]  D. Rundquist,et al.  THE RELATIONSHIP BETWEEN SUMMER‐SEASON RAINFALL EVENTS AND LAKE‐SURFACE AREA , 1987 .

[16]  Manfred F. Buchroithner,et al.  Identification of glacier motion and potentially dangerous glacial lakes in the Mt. Everest region/Nepal using spaceborne imagery , 2008 .

[17]  John M. Reynolds,et al.  An overview of glacial hazards in the Himalayas , 2000 .

[18]  Du Jin.  Study on Water Bodies Extraction and Classification from SPOT Image , 2001 .

[19]  Arun K. Saraf,et al.  Flood inundation mapping using NOAA AVHRR data , 2006 .

[20]  Qiao Liu,et al.  Glacial Lake Expansion in the Central Himalayas by Landsat Images, 1990–2010 , 2013, PloS one.

[21]  Andreas Kääb,et al.  An assessment procedure for glacial hazards in the Swiss Alps , 2004 .

[22]  A. Rogers,et al.  Reducing signature variability in unmixing coastal marsh Thematic Mapper scenes using spectral indices , 2004 .

[23]  Jeffrey S. Kargel,et al.  ASTER measurement of supraglacial lakes in the Mount Everest region of the Himalaya , 2002, Annals of Glaciology.

[24]  William F. Manley,et al.  Evaluating digital elevation models for glaciologic applications: An example from Nevado Coropuna, Peruvian Andes , 2007 .

[25]  Christian Huggel,et al.  Glacial lakes in the Indian Himalayas--from an area-wide glacial lake inventory to on-site and modeling based risk assessment of critical glacial lakes. , 2013, The Science of the total environment.

[26]  B. Gao.  NDWI—A normalized difference water index for remote sensing of vegetation liquid water from space , 1996 .

[27]  J. Lira.  Segmentation and morphology of open water bodies from multispectral images , 2006 .

[28]  Shiqiang Zhang,et al.  Index for hazard of Glacier Lake Outburst flood of Lake Merzbacher by satellite-based monitoring of lake area and ice cover , 2013 .

[29]  Jonathan W. Chipman,et al.  Satellite‐based assessment of the dynamics of new lakes in southern Egypt , 2007 .

[30]  Yves Arnaud,et al.  Contrasted evolution of glacial lakes along the Hindu Kush Himalaya mountain range between 1990 and 2009 , 2011 .

[31]  J. Lacaux,et al.  Classification of ponds from high-spatial resolution remote sensing: Application to Rift Valley Fever epidemics in Senegal , 2007 .

[32]  Wenbo Chen,et al.  Changes in Imja Lake and Karda Lake in the Everest Region of Himalaya , 2013 .

[33]  W. Jian,et al.  Thermal regime of a supraglacial lake on the debris-covered Koxkar Glacier, southwest Tianshan, China , 2012, Environmental Earth Sciences.

[34]  T. Sakamoto,et al.  Detecting temporal changes in the extent of annual flooding within the cambodia and the vietnamese mekong delta from MODIS time-series imagery , 2007 .

[35]  S. K. McFeeters.  The use of the Normalized Difference Water Index (NDWI) in the delineation of open water features , 1996 .

[36]  M. Mergili,et al.  Regional-scale analysis of lake outburst hazards in the southwestern Pamir, Tajikistan, based on remote sensing and GIS , 2011 .

[37]  John M. Reynolds,et al.  On the formation of supraglacial lakes on debris- covered glaciers , 2000 .

[38]  Andreas Kääb,et al.  Remote sensing based assessment of hazards from glacier lake outbursts: a case study in the Swiss Alps , 2002 .

[39]  Manfred F. Buchroithner,et al.  Identification of potentially dangerous glacial lakes in the northern Tien Shan , 2011 .

[40]  A. K. Lohani,et al.  Delineation of Flood-Prone Areas Using Remote Sensing Techniques , 2005 .

[41]  Ram M. Narayanan,et al.  A shape-based approach to change detection of lakes using time series remote sensing images , 2003, IEEE Trans. Geosci. Remote. Sens..

[42]  Robert G. Bryant,et al.  Investigation of flood inundation on playas within the Zone of Chotts, using a time-series of AVHRR , 2002 .

[43]  Michael J. Collins,et al.  The effect of error in gridded digital elevation models on the estimation of topographic parameters , 2006, Environ. Model. Softw..

[44]  Wanqin Guo,et al.  Using Remote Sensing Data to Quantify Changes in Glacial Lakes in the Chinese Himalaya , 2012 .

[45]  B. Rundquist,et al.  Remote Detection of Prairie Pothole Ponds in the Devils Lake Basin, North Dakota , 2005 .