Remote sensing of alpine lake water environment changes on the Tibetan Plateau and surroundings: A review

Abstract Alpine lakes on the Tibetan Plateau (TP) are key indicators of climate change and climate variability. The increasing availability of remote sensing techniques with appropriate spatiotemporal resolutions, broad coverage and low costs allows for effective monitoring lake changes on the TP and surroundings and understanding climate change impacts, particularly in remote and inaccessible areas where there are lack of in situ observations. This paper firstly introduces characteristics of Tibetan lakes, and outlines available satellite observation platforms and different remote sensing water-body extraction algorithms. Then, this paper reviews advances in applying remote sensing methods for various lake environment monitoring, including lake surface extent and water level, glacial lake and potential outburst floods, lake ice phenology, geological or geomorphologic evidences of lake basins, with a focus on the trends and magnitudes of lake area and water-level change and their spatially and temporally heterogeneous patterns. Finally we discuss current uncertainties or accuracy of detecting lake area and water-level changes from multi-source satellite data and on-going challenges in mapping characteristics of glacial lakes using remote sensing. Based on previous studies on the relationship between lake variation and climate change, it is inferred that the climate-driven mechanisms of lake variations on the TP still remain unclear and require further research.

[1]  Jiang Jia-hu,et al.  Distribution and variation of lakes in Tibetan Plateau and their comparison with lakes in other part of China , 2004 .

[2]  Plateau lake variation monitored by satellite remote sensing and the relation to climate change , 2008 .

[3]  H. Stefan,et al.  Indicators of Climate Warming in Minnesota: Lake ICE Covers and Snowmelt Runoff , 2006 .

[4]  L. Smith Satellite remote sensing of river inundation area, stage, and discharge: a review , 1997 .

[5]  Glacier and lake co-variations and their responses to climate change in the Mapam Yumco Basin on Tibet , 2008 .

[6]  Milton Halem,et al.  Digital Earth , 1999, Proceedings IEEE Forum on Research and Technology Advances in Digital Libraries.

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

[8]  D. Roberts,et al.  Green vegetation, nonphotosynthetic vegetation, and soils in AVIRIS data , 1993 .

[9]  Jeffrey S. Kargel,et al.  Multispectral imaging contributions to global land ice measurements from space , 2005 .

[10]  D. Wang Water Level Variations of Yamzho Yumco Lake in Tibet and the Main Driving Forces , 2012 .

[11]  Wu Yanhong,et al.  The Response of Lake-Glacier Area Change to Climate Variations in Namco Basin, Central Tibetan Plateau, during the Last Three Decades , 2007 .

[12]  P. Manavalan,et al.  Digital image analysis techniques to estimate waterspread for capacity evaluations of reservoirs , 1993 .

[13]  K. White,et al.  Monitoring changing position of coastlines using Thematic Mapper imagery, an example from the Nile Delta , 1999 .

[14]  H. Zwally ICESat's Laser Measurements of Polar Ice and Atmospheres , 2003 .

[15]  Ellen Wohl,et al.  Flow hydraulics and geomorphic effects of glacial‐lake outburst floods in the Mount Everest region, Nepal , 2003 .

[16]  Shen Fang,et al.  Remote Sensing Investigation and Survey of Qinghai Lake in the Past 25 Years , 2003 .

[17]  W. Xin Expansion of Glacial Lakes and Its Implication for Climate Changes in the Chinese Himalaya , 2011 .

[18]  Jia Li,et al.  Remote sensing monitoring study for water area change of Fuxian Lake in last 40 years , 2015, Intelligent Earth Observing Systems.

[19]  K. Raj Remote sensing based hazard assessment of glacial lakes: a case study in Zanskar basin, Jammu and Kashmir, India , 2010 .

[20]  You Qinglong,et al.  Glaciers and Lake Change in Response to Climate Change in the Nam Co Basin,Tibet , 2009 .

[21]  J. Komori Recent expansions of glacial lakes in the Bhutan Himalayas , 2008 .

[22]  T. Yao,et al.  Quick ice mass loss and abrupt retreat of the maritime glaciers in the Kangri Karpo Mountains, southeast Tibetan Plateau , 2008 .

[23]  John A. Richards,et al.  Remote Sensing Digital Image Analysis: An Introduction , 1999 .

[24]  Yongwei Sheng,et al.  Coherent lake growth on the central Tibetan Plateau since the 1970s: Characterization and attribution , 2013 .

[25]  Spatial and temporal variation patterns of reference evapotranspiration across the Qinghai‐Tibetan Plateau during 1971–2004 , 2009 .

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

[27]  Fred A. Kruse,et al.  The Spectral Image Processing System (SIPS) - Interactive visualization and analysis of imaging spectrometer data , 1993 .

[28]  Klaus Fraedrich,et al.  Variability of temperature in the Tibetan Plateau based on homogenized surface stations and reanalysis data , 2013 .

[29]  H. Yabuki,et al.  Characteristics of Khumbu Glacier, Nepal Himalaya: recent change in the debris-covered area , 1999, Annals of Glaciology.

[30]  Xiao-dong Liu,et al.  Climatic warming in the Tibetan Plateau during recent decades , 2000 .

[31]  LI Xin,et al.  Monitoring the frozen duration of Qinghai Lake using satellite passive microwave remote sensing low frequency data , 2009 .

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

[33]  Mark Cutler,et al.  Using the NOAA Advanced Very High Resolution Radiometer to characterise temporal and spatial trends in water temperature of large European lakes , 2012 .

[34]  Hongxing Zheng,et al.  Glacier and lake variations in the Yamzhog Yumco basin, southern Tibetan Plateau, from 1980 to 2000 using remote-sensing and GIS technologies , 2007, Journal of Glaciology.

[35]  Margaret E. Gardner,et al.  Mapping Chaparral in the Santa Monica Mountains Using Multiple Endmember Spectral Mixture Models , 1998 .

[36]  Bo Huang,et al.  Modeling and analysis of lake water storage changes on the Tibetan Plateau using multi-mission satellite data , 2013 .

[37]  Philippa A. M. Berry Topography from land radar altimeter data: Possibilities and restrictions , 2000 .

[38]  T. Yao,et al.  Early onset of rainy season suppresses glacier melt: a case study on Zhadang glacier, Tibetan Plateau , 2009, Journal of Glaciology.

[39]  D. R. Gurung,et al.  Inventory of Glaciers, Glacial Lakes and Glacial Lake Outburst Floods: Monitoring and Early Warning Systems in the Hindu Kush-Himalayan Region - Bhutan , 2001 .

[40]  G. Schubert,et al.  Treatise on geophysics , 2007 .

[41]  M. Bauer,et al.  A 20-year Landsat water clarity census of Minnesota's 10,000 lakes , 2008 .

[42]  P. Soille,et al.  Automatic delineation of shoreline and lake boundaries from Landsat satellite images , 2004 .

[43]  K. Fujita,et al.  Recent changes in Imja Glacial Lake and its damming moraine in the Nepal Himalaya revealed by in situ surveys and multi-temporal ASTER imagery , 2009 .

[44]  LU An-xin,et al.  Study on the Fluctuations of Typical Glaciers and Lakes in the Tibetan Plateau Using Remote Sensing , 2005 .

[45]  S. Allen,et al.  First approaches towards modelling glacial hazards in the Mount Cook region of New Zealand's Southern Alps , 2009 .

[46]  Yanhong Wu,et al.  Quantitative analysis of lake area variations and the influence factors from 1971 to 2004 in the Nam Co basin of the Tibetan Plateau , 2010 .

[47]  Gao Li-jing Automatic and high-precise extraction for water information from multispectral images with the step-by-step iterative transformation mechanism , 2009 .

[48]  L. Thompson,et al.  Different glacier status with atmospheric circulations in Tibetan Plateau and surroundings , 2012 .

[49]  Adrian Luckman,et al.  Early recognition of glacial lake hazards in the Himalaya using remote sensing datasets , 2007 .

[50]  A. Gitelson,et al.  Estimation of chlorophyll-a concentration in productive turbid waters using a Hyperspectral Imager for the Coastal Ocean—the Azov Sea case study , 2011 .

[51]  T. Yao,et al.  Methods for assessing regional glacial lake variation and hazard in the southeastern Tibetan Plateau: a case study from the Boshula mountain range, China , 2012, Environmental Earth Sciences.

[52]  Jingjuan Liao,et al.  Lake variations in response to climate change in the Tibetan Plateau in the past 40 years , 2013, Int. J. Digit. Earth.

[53]  Zhou Jing Study on Sublacustrine Morphology of Main Lakes in Hoh Xil Region , 2010 .

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

[55]  Xiaoqing Chen,et al.  Changes in glacial lakes and glaciers of post-1986 in the Poiqu River basin, Nyalam, Xizang (Tibet) , 2007 .

[56]  Xiao Cunde Preliminary Study of the Jiemayangzong Glacier and Lake Variations in the Source Regions of the Yarlung Zangbo River in 1974—2010 , 2011 .

[57]  Peng Gong,et al.  Water-level changes in China's large lakes determined from ICESat/GLAS data , 2013 .

[58]  Guoxiong Wu,et al.  Weakening Trend in the Atmospheric Heat Source over the Tibetan Plateau during Recent Decades , 2009 .

[59]  Che Tao,et al.  The Response of Water Level of Selin Co to Climate Change during 1975-2008 , 2010 .

[60]  He Qing Huang,et al.  Responses of glaciers and glacial lakes to climate variation between 1975 and 2005 in the Rongxer basin of Tibet, China and Nepal , 2012, Regional Environmental Change.

[61]  Zhang Jia-kun Dynamics of Qinghai Lake area based on environmental mitigation satellite data , 2013 .

[62]  Fabrice Papa,et al.  ENVISAT radar altimeter measurements over continental surfaces and ice caps using the ICE-2 retracking algorithm , 2005 .

[63]  Remote Sensing Monitoring of the Qinghai Lake Based on EOS/MODIS Data in Recent 10 Years , 2012 .

[64]  A. Kääb,et al.  Glacial lake mapping with very high resolution satellite SAR data , 2012 .

[65]  Koji Fujita,et al.  Performance of ASTER and SRTM DEMs, and their potential for assessing glacial lakes in the Lunana region, Bhutan Himalaya , 2008, Journal of Glaciology.

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

[67]  Remote sensing analysis on lake area variations of Yamzho Yumco in Tibetan Plateau over the past 40 a , 2012 .

[68]  Rui Jin,et al.  Monitoring the frozen duration of Qinghai Lake using satellite passive microwave remote sensing low frequency data , 2009 .

[69]  Bob E. Schutz,et al.  ICESat Antarctic elevation data: Preliminary precision and accuracy assessment , 2006 .

[70]  Rajiv Kumar Nath,et al.  Water-Body Area Extraction from High Resolution Satellite Images-An Introduction , Review , and Comparison , 2010 .

[71]  Bob E. Schutz,et al.  A Survey of ICESat Coastal Altimetry Applications: Continental Coast, Open Ocean Island, and Inland River , 2008 .

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

[73]  Mingjun Song,et al.  A KNOWLEDGE-BASED APPROACH FOR REDUCING CLOUD AND SHADOW , 2002 .

[74]  A. Cooper,et al.  Correction of satellite radar altimeter data on ice-covered surfaces in Antarctica using an integrated Geographical Information System , 1996 .

[75]  Yin Qing-jun,et al.  Remote Sensing Monitoring of Lake Qinghai Based on EOS/MODIS Data , 2005 .

[76]  Change in Lake Area of Zigê Tangco on Central Tibetan Plateau since the 1970s and Its Mechanisms , 2009 .

[77]  Volker Hochschild,et al.  Analysis of ice phenology of lakes on the Tibetan Plateau from MODIS data , 2012 .

[78]  John R. Miller,et al.  Forest canopy closure from classification and spectral unmixing of scene components-multisensor evaluation of an open canopy , 1994, IEEE Trans. Geosci. Remote. Sens..

[79]  Marvin E. Bauer,et al.  Estimating the surface temperature of Lake Malawi using AVHRR and MODIS satellite imagery , 2009 .

[80]  D. Yan The Response of Lake Area Change to Climate Variations in North Tibetan Plateau during Last 30 Years , 2006 .

[81]  Zhan Li,et al.  Lake Water Footprint Identification From Time-Series ICESat/GLAS Data , 2012, IEEE Geoscience and Remote Sensing Letters.

[82]  Ronggao Liu,et al.  Changing inland lakes responding to climate warming in Northeastern Tibetan Plateau , 2011 .

[83]  Bin Wang,et al.  Forced and internal modes of variability of the East Asian summer monsoon , 2008 .

[84]  J. Ryu,et al.  Waterline extraction from Landsat TM data in a tidal flat: a case study in Gomso Bay, Korea , 2002 .

[85]  A. K. Lohani,et al.  Glacial lakes and glacial lake outburst flood in a Himalayan basin using remote sensing and GIS , 2012, Natural Hazards.

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

[87]  Guoxiong Wu,et al.  Weakening Trend in the Atmospheric Heat Source over the Tibetan Plateau during Recent Decades , 2009 .

[88]  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.

[89]  Y. Sheng,et al.  An Adaptive Water Extraction Method from Remote Sensing Image Based on NDWI , 2012, Journal of the Indian Society of Remote Sensing.

[90]  C. Sharma,et al.  Glacier Lakes and Outburst Floods In the Nepal Himalaya , 2008 .

[91]  J. Magnuson,et al.  Historical trends in lake and river ice cover in the northern hemisphere , 2000, Science.

[92]  Ding Yongjian,et al.  Glacier lake outburst flood disasters in China , 1992, Annals of Glaciology.

[93]  Roger N. Clark,et al.  Mapping minerals, amorphous materials, environmental materials, vegetation, water, ice and snow, and other materials: The USGS tricorder algorithm , 1995 .

[94]  Li Junli,et al.  Automatic extraction of himalayan glacial lakes with remote sensing , 2011, National Remote Sensing Bulletin.

[95]  Chen Feng,et al.  Analysis of lake level changes in Nam Co in central Tibet utilizing synergistic satellite altimetry and optical imagery , 2012, Int. J. Appl. Earth Obs. Geoinformation.

[96]  S. Bajracharya,et al.  Impact of Climate Change on Himalayan Glaciers and Glacial Lakes: Case Studies on GLOF and Associated Hazards in Nepal and Bhutan , 2007 .

[97]  J. Magnuson,et al.  Lake ice records used to detect historical and future climatic changes , 1992 .

[98]  Forest canopy closure from classification and spectral mixing of scene components: multi-sensor evaluation of application to an open canopy , 1993, Proceedings of IGARSS '93 - IEEE International Geoscience and Remote Sensing Symposium.

[99]  C. Verpoorter,et al.  Automated mapping of water bodies using Landsat multispectral data , 2012 .

[100]  M. Bauer,et al.  A procedure for regional lake water clarity assessment using Landsat multispectral data , 2002 .

[101]  Donald C. Rundquist,et al.  Comparison of NIR/RED ratio and first derivative of reflectance in estimating algal-chlorophyll concentration: A case study in a turbid reservoir , 1997 .

[102]  Shi-chang Kang,et al.  Monitoring glacier variations on Geladandong mountain, central Tibetan Plateau, from 1969 to 2002 using remote-sensing and GIS technologies , 2006 .

[103]  Tandong Yao,et al.  A First-order Method to Identify Potentially Dangerous Glacial Lakes in a Region of the Southeastern Tibetan Plateau , 2011 .

[104]  Zhong Lu,et al.  Integrated analysis of PALSAR/Radarsat-1 InSAR and ENVISAT altimeter data for mapping of absolute water level changes in Louisiana wetlands. , 2009 .

[105]  Adrian Luckman,et al.  The potential of satellite radar interferometry and feature tracking for monitoring flow rates of Himalayan glaciers , 2007 .

[106]  Dinesh Kumar,et al.  Two phase simulations of glacier lake outburst flows , 2013, J. Comput. Sci..

[107]  Feng Liu,et al.  High-altitude salt lake elevation changes and glacial ablation in Central Tibet, 2000–2010 , 2012 .

[108]  Thomas Foken,et al.  Response of hydrological cycle to recent climate changes in the Tibetan Plateau , 2011 .

[109]  Bo Huang,et al.  Inter‐annual changes of alpine inland lake water storage on the Tibetan Plateau: Detection and analysis by integrating satellite altimetry and optical imagery , 2014 .

[110]  Wesley J Moses,et al.  NIR-red reflectance-based algorithms for chlorophyll-a estimation in mesotrophic inland and coastal waters: Lake Kinneret case study. , 2011, Water research.

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

[112]  Junli Li,et al.  Lake shrinkage analysis using spectral-spatial coupled remote sensing on Tibetan Plateau , 2010, 2010 IEEE International Geoscience and Remote Sensing Symposium.

[113]  Massimo Menenti,et al.  CESat derived elevation changes of Tibetan lakes between 2003 and 2009 u , 2012 .

[114]  Ma Ronghua Remote sensing analysis for changes of lakes in the southeast of Qiangtang area,Qinghai-Tibet Plateau in recent 30 years , 2010 .

[115]  Yuping Yan,et al.  Relationship between temperature trend magnitude, elevation and mean temperature in the Tibetan Plateau from homogenized surface stations and reanalysis data , 2010 .

[116]  J. Abshire,et al.  Geoscience Laser Altimeter System (GLAS) on the ICESat Mission: On‐orbit measurement performance , 2005 .

[117]  Liu Yujie,et al.  Area changes of Lake Qinghai in the latest 20 years based on remote sensing study , 2008 .

[118]  Fabrice Papa,et al.  Use of the Topex-Poseidon dual-frequency radar altimeter over land surfaces , 2003 .

[119]  Jan Kostelecký,et al.  Improvement in the radial accuracy of altimeter-satellite orbits due to the geopotential , 2008 .

[120]  Weimin Ju,et al.  A half‐century of changes in China's lakes: Global warming or human influence? , 2010 .

[121]  Hongjie Xie,et al.  Water level variation of Lake Qinghai from satellite and in situ measurements under climate change , 2011 .

[122]  Yang Ri-hong THE DYNAMIC ANALYSIS OF REMOTE SENSING INFORMATION FOR MONITORING THE EXPANSION OF THE SELINCUO LAKE IN TIBET , 2003 .

[123]  Jouni Pulliainen,et al.  Landsat ETM+ Images in the Estimation of Seasonal Lake Water Quality in Boreal River Basins , 2008, Environmental management.

[124]  Pu-Liu Yan,et al.  Incremental proximal support vector classifier for multi-class classification , 2004, Proceedings of 2004 International Conference on Machine Learning and Cybernetics (IEEE Cat. No.04EX826).

[125]  Machteld Rijkeboer,et al.  A chlorophyll-retrieval algorithm for satellite imagery (Medium Resolution Imaging Spectrometer) of inland and coastal waters , 2002 .

[126]  H. Zwally,et al.  Overview of ICESat's Laser Measurements of Polar Ice, Atmosphere, Ocean, and Land , 2002 .

[127]  LU Rong-ping,et al.  Characteristics of the change of major lakes on the Qinghai-Tibet Plateau in the last 25 years. , 2007 .

[128]  Changsheng Li,et al.  Mapping paddy rice agriculture in southern China using multi-temporal MODIS images , 2005 .

[129]  Koji Fujita,et al.  Rapid decrease of mass balance observed in the Xiao (Lesser) Dongkemadi Glacier, in the central Tibetan Plateau , 2008 .

[130]  Yanhong Tang,et al.  Trends in pan evaporation and reference and actual evapotranspiration across the Tibetan Plateau , 2007 .

[131]  Stephen F. Ackley,et al.  Monitoring lake level changes on the Tibetan Plateau using ICESat altimetry data (2003-2009) , 2011 .

[132]  S. Leprince,et al.  Glacier-surface velocities in alpine terrain from optical satellite imagery—Accuracy improvement and quality assessment , 2008 .

[133]  B. P. Rathore,et al.  Moraine-Dammed Lakes study in the chenab and The Satluj River Basins using IRS data , 2005 .

[134]  Anny Cazenave,et al.  Continental lake level variations from Topex/Poseidon (1993–1996) , 1998 .

[135]  P. Frazier,et al.  Water body detection and delineation with Landsat TM data. , 2000 .

[136]  D. Chambers Gravimetric Methods – Spacecraft Altimeter Measurements , 2007 .

[137]  Yanhong Wu,et al.  The response of lake-glacier variations to climate change in Nam Co Catchment, central Tibetan Plateau, during 1970–2000 , 2008 .

[138]  Xu Han-qiu,et al.  A Study on Information Extraction of Water Body with the Modified Normalized Difference Water Index (MNDWI) , 2005, National Remote Sensing Bulletin.

[139]  Manfred F. Buchroithner,et al.  Automated delineation of debris-covered glaciers based on ASTER data , 2007 .

[140]  Y. Ouma,et al.  A water index for rapid mapping of shoreline changes of five East African Rift Valley lakes: an empirical analysis using Landsat TM and ETM+ data , 2006 .

[141]  T. Yao,et al.  Recent Glacial Retreat and Its Impact on Hydrological Processes on the Tibetan Plateau, China, and Surrounding Regions , 2007 .

[142]  Tandong Yao,et al.  Variations of glacial lakes and glaciers in the Boshula mountain range, southeast Tibet, from the 1970s to 2009 , 2011, Annals of Glaciology.

[143]  Li Junli,et al.  Remotely sensed mapping of inland lake area changes in the Tibetan Plateau , 2011 .

[144]  Mary E. Davis,et al.  Mass loss on Himalayan glacier endangers water resources , 2008 .

[145]  Chein-I. Chang,et al.  New Hyperspectral Discrimination Measure for Spectral Characterization , 2004 .