Lake Volume Monitoring from Space

Lakes are integrators of environmental change occurring at both the regional and global scale. They present a wide range of behavior on a variety of timescales (cyclic and secular) depending on their morphology and climate conditions. Lakes play a crucial role in retaining and stocking water, and because of the significant global environmental changes occurring at several anthropocentric levels, the necessity to monitor all morphodynamic characteristics [e.g., water level, surface (water contour) and volume] has increased substantially. Satellite altimetry and imagery are now widely used together to calculate lake and reservoir water storage changes worldwide. However, strategies and algorithms to calculate these characteristics are not straightforward, and specific approaches need to be developed. We present a review of some of these methodologies by using lakes over the Tibetan Plateau to illustrate some critical aspects and issues (technical and scientific) linked to the observation of climate change impact on surface waters from remote sensing data. Many authors have measured water variation using the limited remote sensing measurements available over short time periods, even though the time series are probably too short to directly link these results with climate change. Indeed, there are many processes and factors, like the influence of lake morphology, that are beyond observation and are still uncertain. The time response for lakes to reach a new state of equilibrium is a key aspect that is often neglected in current literature. Observations over a long period of time, including maintaining a constellation of comprehensive and complementary satellite missions with service continuity over decades, are therefore necessary especially when the ground gauge network is too limited. In addition, the design of future satellite missions with new instrumental concepts (e.g., SAR, SARin, Ka band altimetry, Ka interferometry) will also be suitable for complete monitoring of continental waters.

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

[2]  G. Brown The average impulse response of a rough surface and its applications , 1977 .

[3]  John M. Melack,et al.  Water level changes in a large Amazon lake measured with spaceborne radar interferometry and altimetry , 2001 .

[4]  T. Gong,et al.  Comparative analysis of hydroclimatic changes in glacier-fed rivers in the Tibet- and Bhutan-Himalayas , 2012 .

[5]  S. Solomon The Physical Science Basis : Contribution of Working Group I to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change , 2007 .

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

[7]  S. Nicholson,et al.  Mesoscale Patterns of Rainfall, Cloudiness and Evaporation over the Great Lakes of East Africa , 2002 .

[8]  Yongwei Sheng,et al.  Response of inland lake dynamics over the Tibetan Plateau to climate change , 2014, Climatic Change.

[9]  Jean-François Crétaux,et al.  Calibration of Envisat radar altimeter over Lake Issykkul , 2013 .

[10]  Frédérique Rémy,et al.  Altimetric observations of surface characteristics of the Antarctic ice sheet , 1997 .

[11]  Massimo Menenti,et al.  Geometric dependency of Tibetan lakes on glacial runoff , 2013 .

[12]  Jean-François Crétaux,et al.  History of Aral Sea level variability and current scientific debates , 2013 .

[13]  M. Tajrishy,et al.  Using satellite data to extract volume–area–elevation relationships for Urmia Lake, Iran , 2013 .

[14]  Zu-Guo Yu,et al.  Multifractal characterization of Hong Kong air quality data , 2005 .

[15]  Jingshi Liu,et al.  Growth of a high-elevation large inland lake, associated with climate change and permafrost degradation in Tibet , 2009 .

[16]  J. Downing,et al.  Emerging global role of small lakes and ponds: little things mean a lot , 2010, Limnetica.

[17]  P. Bonnefond,et al.  Absolute Calibration of Jason-1 and Jason-2 Altimeters in Corsica during the Formation Flight Phase , 2010 .

[18]  H. Xie,et al.  Increased mass over the Tibetan Plateau: From lakes or glaciers? , 2013 .

[19]  A. Cazenave,et al.  Preliminary results of ENVISAT RA-2-derived water levels validation over the Amazon basin , 2006 .

[20]  Jean-François Crétaux,et al.  Water balance of the Big Aral sea from satellite remote sensing and in situ observations , 2005 .

[21]  Siyuan Wang,et al.  Climate warming and growth of high-elevation inland lakes on the Tibetan Plateau , 2009 .

[22]  Cheinway Hwang,et al.  Lake level variations in China from TOPEX/Poseidon altimetry: data quality assessment and links to precipitation and ENSO , 2005 .

[23]  M. Meybeck,et al.  Global Distribution of Lakes , 1995 .

[24]  J. Carr,et al.  Upscaling carbon dioxide emissions from lakes , 2014 .

[25]  P. Döll,et al.  Development and validation of a global database of lakes, reservoirs and wetlands , 2004 .

[26]  D. Lettenmaier,et al.  Global monitoring of large reservoir storage from satellite remote sensing , 2011 .

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

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

[29]  Junfeng Wei,et al.  Surface-area changes of glaciers in the Tibetan Plateau interior area since the 1970s using recent Landsat images and historical maps , 2014 .

[30]  J. Downing,et al.  The global abundance and size distribution of lakes, ponds, and impoundments , 2006 .

[31]  J. Crétaux,et al.  Global surveys of reservoirs and lakes from satellites and regional application to the Syrdarya river basin , 2015 .

[32]  Jean-François Crétaux,et al.  Evolution of Sea Level of the Big Aral Sea from Satellite Altimetry and Its Implications for Water Balance , 2005 .

[33]  Bo Huang,et al.  Accelerated lake expansion on the Tibetan Plateau in the 2000s: Induced by glacial melting or other processes? , 2014 .

[34]  Michael Durand,et al.  Preliminary Characterization of SWOT Hydrology Error Budget and Global Capabilities , 2010, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

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

[36]  Dennis P. Lettenmaier,et al.  Modeling the Effects of Lakes and Wetlands on the Water Balance of Arctic Environments , 2010 .

[37]  Christian Schwatke,et al.  Inter-annual water storage changes in the Aral Sea from multi-mission satellite altimetry, optical remote sensing, and GRACE satellite gravimetry , 2012 .

[38]  Nicolas Baghdadi,et al.  The Relevance of GLAS/ICESat Elevation Data for the Monitoring of River Networks , 2011, Remote. Sens..

[39]  C. Shum,et al.  Present-day lake level variation from envisat altimetry over the northeastern qinghai-tibetan plateau: Links with precipitation and temperature , 2011 .

[40]  Robin T. Clarke,et al.  Measurement of river level variations with satellite altimetry , 1993 .

[41]  Xiao-Yan Li,et al.  Lake-Level Change and Water Balance Analysis at Lake Qinghai, West China during Recent Decades , 2007 .

[42]  J. Crétaux,et al.  Lake studies from satellite radar altimetry , 2006 .

[43]  Jean-François Crétaux,et al.  Lakes Studies from Satellite Altimetry , 2011 .

[44]  Charon Birkett,et al.  Indian Ocean Climate event brings floods to East Africa's lakes and the Sudd Marsh , 1999 .

[45]  Ronghua Ma,et al.  Monitoring lake changes of Qinghai-Tibetan Plateau over the past 30 years using satellite remote sensing data , 2014 .

[46]  Pavel Ditmar,et al.  Retracking Cryosat data in the SARIn mode and robust lake level extraction , 2014 .

[47]  C. G. Rapley,et al.  The response of lake levels and areas to climatic change , 1994 .

[48]  M. Sillanpää,et al.  Simulation and analysis of glacier runoff and mass balance in the Nam Co basin, southern Tibetan Plateau , 2015 .

[49]  H. Xie,et al.  An inventory of glacial lakes in the Third Pole region and their changes in response to global warming , 2015 .

[50]  Paul D. Bates,et al.  Observing Global Surface Water Flood Dynamics , 2014, Surveys in Geophysics.

[51]  Genxu Wang,et al.  Spatial scale effect on seasonal streamflows in permafrost catchments on the Qinghai–Tibet Plateau , 2012 .

[52]  Keith Richards,et al.  Seasonal and abrupt changes in the water level of closed lakes on the Tibetan Plateau and implications for climate impacts , 2014 .

[53]  P. Chavez Radiometric calibration of Landsat Thematic Mapper multispectral images , 1989 .

[54]  Christian Schwatke,et al.  Kalman filter approach for estimating water level time series over inland water using multi-mission satellite altimetry , 2015 .

[55]  John M. Melack,et al.  Lakes and reservoirs as regulators of carbon cycling and climate , 2009 .

[56]  Wim G.M. Bastiaanssen,et al.  Estimating water volume variations in lakes and reservoirs from four operational satellite altimetry databases and satellite imagery data , 2013 .

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

[58]  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.

[59]  Edward G. Stets,et al.  The regional abundance and size distribution of lakes and reservoirs in the United States and implications for estimates of global lake extent , 2012 .

[60]  M. Boschetti,et al.  Comparative Analysis of Normalised Difference Spectral Indices Derived from MODIS for Detecting Surface Water in Flooded Rice Cropping Systems , 2014, PloS one.

[61]  C. Verpoorter,et al.  A global inventory of lakes based on high‐resolution satellite imagery , 2014 .

[62]  C. Birkett,et al.  Contribution of the TOPEX NASA Radar Altimeter to the global monitoring of large rivers and wetlands , 1998 .

[63]  James D. Spinhirne,et al.  GLAS/ICESat L1B Global Elevation Data , 2003 .

[64]  N. Otsu A threshold selection method from gray level histograms , 1979 .

[65]  Chengquan Huang,et al.  An assessment of global forest cover maps using regional higher-resolution reference data sets , 2011, 2011 IEEE International Geoscience and Remote Sensing Symposium.

[66]  Alexei V. Kouraev,et al.  The ice regime of Lake Baikal from historical and satellite data: Relationship to air temperature, dynamical, and other factors , 2007 .

[67]  Miguel Potes,et al.  On the contribution of lakes in predicting near-surface temperature in a global weather forecasting model , 2012 .

[68]  A. Bliss,et al.  Global response of glacier runoff to twenty‐first century climate change , 2014 .

[69]  Bing Zhang,et al.  Estimation and trend detection of water storage at Nam Co Lake, central Tibetan Plateau , 2011 .

[70]  Zhizhong Sun,et al.  The coupled moisture‐heat process of permafrost around a thermokarst pond in Qinghai‐Tibet Plateau under global warming , 2014 .

[71]  R. Naiman,et al.  Freshwater biodiversity: importance, threats, status and conservation challenges , 2006, Biological reviews of the Cambridge Philosophical Society.

[72]  Abdollah A. Jarihani,et al.  Evaluation of multiple satellite altimetry data for studying inland water bodies and river floods , 2013 .

[73]  Bin Wang,et al.  Tibetan Plateau warming and precipitation changes in East Asia , 2008 .

[74]  P. Chavez Image-Based Atmospheric Corrections - Revisited and Improved , 1996 .

[75]  T. Bolch,et al.  Glacier mass changes on the Tibetan Plateau 2003–2009 derived from ICESat laser altimetry measurements , 2014 .

[76]  Martina Ričko,et al.  Intercomparison and validation of continental water level products derived from satellite radar altimetry , 2012 .

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

[78]  A. Cazenave,et al.  SOLS: A lake database to monitor in the Near Real Time water level and storage variations from remote sensing data , 2011 .

[79]  B. D. Beckley,et al.  Investigating the Performance of the Jason-2/OSTM Radar Altimeter over Lakes and Reservoirs , 2010 .

[80]  Michael Durand,et al.  Please Scroll down for Article International Journal of Remote Sensing Characterization of Surface Water Storage Changes in Arctic Lakes Using Simulated Swot Measurements Characterization of Surface Water Storage Changes in Arctic Lakes Using Simulated Swot Measurements , 2022 .

[81]  X. Jianchu,et al.  The Changing Himalayas; Impact of Climate Change on Water Resources and Livelihoods in the Greater Himalayas , 2009 .

[82]  Dale M. Robertson,et al.  Changes in the thermal structure of moderate to large sized lakes in response to changes in air temperature , 1990, Aquatic Sciences.

[83]  Jean-François Crétaux,et al.  Water level estimation by remote sensing for the 2008 flooding of the Kosi River , 2014 .

[84]  John P. Smol,et al.  Lakes and reservoirs as sentinels, integrators, and regulators of climate change , 2009 .

[85]  Chunqiao Song,et al.  Shifts in water-level variation of Namco in the central Tibetan Plateau from ICESat and CryoSat-2 altimetry and station observations , 2015 .

[86]  Tandong Yao,et al.  Third Pole Environment (TPE) , 2012 .

[87]  Jacek Stankiewicz,et al.  Changes in Surface Water Supply Across Africa with Predicted Climate Change , 2006, Science.

[88]  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.

[89]  Rodrigo Abarca-Del-Rio,et al.  Does Lake Titicaca still control the Lake Poopó system water levels? An investigation using satellite altimetry and MODIS data (2000–2009) , 2012 .

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

[91]  D. Schindler Lakes as sentinels and integrators for the effects of climate change on watersheds, airsheds, and landscapes , 2009 .

[92]  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.

[93]  Jean-François Crétaux,et al.  Absolute Calibration of Jason Radar Altimeters from GPS Kinematic Campaigns Over Lake Issykkul , 2011 .

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

[95]  Martina Flörke,et al.  Modelling the impact of Global Change on the hydrological system of the Aral Sea basin , 2011 .

[96]  T. Yao,et al.  Review of climate and cryospheric change in the Tibetan Plateau , 2010 .

[97]  Bing Zhang,et al.  Long-Term Changes of Lake Level and Water Budget in the Nam Co Lake Basin, Central Tibetan Plateau , 2014 .

[98]  Frédérique Seyler,et al.  Monitoring Continental Surface Waters by Satellite Altimetry , 2008 .

[99]  Luca Brocca,et al.  Coupling MODIS and Radar Altimetry Data for Discharge Estimation in Poorly Gauged River Basins , 2015, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

[100]  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 .

[101]  Chung-Yen Kuo,et al.  Lake Surface Height Calibration of Jason-1 and Jason-2 Over the Great Lakes , 2010 .

[102]  Peter Krause,et al.  Hydrological system analysis and modelling of the Nam Co basin in Tibet , 2010 .

[103]  Jean-François Crétaux,et al.  Modern hydro‐biological state of the Small Aral sea , 2005 .

[104]  B. Wylie,et al.  Analysis of Dynamic Thresholds for the Normalized Difference Water Index , 2009 .

[105]  Pavel Ditmar,et al.  Monitoring of lake level changes on the Tibetan Plateau and Tian Shan by retracking Cryosat SARIn waveforms , 2015 .

[106]  Duncan J. Wingham,et al.  NEW TECHNIQUES IN SATELLITE ALTIMETER TRACKING SYSTEMS. , 1986 .

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

[108]  Seymour W. Laxon,et al.  Sea ice altimeter processing scheme at the EODC , 1994 .

[109]  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 .

[110]  G. Weyhenmeyer,et al.  Lakes as sentinels of climate change , 2009, Limnology and oceanography.

[111]  Jun Yu Li,et al.  Decadal trend of climate in the Tibetan Plateau—regional temperature and precipitation , 2008 .

[112]  Jesus Gomez-Enri,et al.  Water level fluctuations derived from ENVISAT Radar Altimeter (RA-2) and in-situ measurements in a subtropical waterbody: Lake Izabal (Guatemala) , 2008 .

[113]  R. Seager,et al.  Multidecadal variability in East African hydroclimate controlled by the Indian Ocean , 2013, Nature.

[114]  Rui Jin,et al.  Cryospheric change in China , 2008 .

[115]  Stefano Vignudelli,et al.  A COMPLETELY REMOTE SENSING APPROACH TO MONITORING RESERVOIRS WATER VOLUME , 2011 .

[116]  P. Berry,et al.  Global inland water monitoring from multi‐mission altimetry , 2005 .

[117]  Panagiotis Partsinevelos,et al.  Statistical Models and Latest Results in the Determination of the Absolute Bias for the Radar Altimeters of Jason Satellites using the Gavdos Facility , 2010 .

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

[119]  C. Birkett,et al.  The contribution of TOPEX/POSEIDON to the global monitoring of climatically sensitive lakes , 1995 .

[120]  Jean-François Crétaux,et al.  Use of SARAL/AltiKa over Mountainous Lakes, Intercomparison with Envisat Mission , 2015 .

[121]  Michael T. Coe,et al.  Calculation of river discharge and prediction of lake height from satellite radar altimetry: Example for the Lake Chad basin , 2004 .

[122]  P. Ciais,et al.  Global carbon dioxide emissions from inland waters , 2013, Nature.

[123]  H. Zwally,et al.  Derivation of Range and Range Distributions From Laser Pulse Waveform Analysis for Surface Elevations, Roughness, Slope, and Vegetation Heights , 2012 .

[124]  Jean-François Crétaux,et al.  The Performance of Altimeter Waveform Retrackers at Lake Baikal , 2013 .

[125]  Jean-François Crétaux,et al.  Remote Sensing-Derived Bathymetry of Lake Poopó , 2013, Remote. Sens..

[126]  C. Azorín-Molina,et al.  Recent glacier retreat and climate trends in Cordillera Huaytapallana, Peru , 2014 .

[127]  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 .

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

[129]  Frédérique Seyler,et al.  Radar Altimetry Aids Managing Gauge Networks , 2014, Water Resources Management.

[130]  Stephen K. Gill,et al.  Evaluation of the TOPEX/POSEIDON altimeter system over the Great Lakes , 1994 .