Assessing Groundwater Depletion and Dynamics Using GRACE and InSAR: Potential and Limitations

In the last decade, remote sensing of the temporal variation of ground level and gravity has improved our understanding of groundwater dynamics and storage. Mass changes are measured by GRACE (Gravity Recovery and Climate Experiment) satellites, whereas ground deformation is measured by processing synthetic aperture radar satellites data using the InSAR (Interferometry of Synthetic Aperture Radar) techniques. Both methods are complementary and offer different sensitivities to aquifer system processes. GRACE is sensitive to mass changes over large spatial scales (more than 100,000 km2 ). As such, it fails in providing groundwater storage change estimates at local or regional scales relevant to most aquifer systems, and at which most groundwater management schemes are applied. However, InSAR measures ground displacement due to aquifer response to fluid-pressure changes. InSAR applications to groundwater depletion assessments are limited to aquifer systems susceptible to measurable deformation. Furthermore, the inversion of InSAR-derived displacement maps into volume of depleted groundwater storage (both reversible and largely irreversible) is confounded by vertical and horizontal variability of sediment compressibility. During the last decade, both techniques have shown increasing interest in the scientific community to complement available in situ observations where they are insufficient. In this review, we present the theoretical and conceptual bases of each method, and present idealized scenarios to highlight the potential benefits and challenges of combining these techniques to remotely assess groundwater storage changes and other aspects of the dynamics of aquifer systems.

[1]  S. Gratton,et al.  GRACE-derived surface water mass anomalies by energy integral approach: application to continental hydrology , 2011 .

[2]  S. Leake,et al.  Depletion and Capture: Revisiting “The Source of Water Derived from Wells” , 2014, Ground water.

[3]  Ronald F. Scott,et al.  Principles of soil mechanics , 1963 .

[4]  M. Biot General Theory of Three‐Dimensional Consolidation , 1941 .

[5]  Srinivas Bettadpur,et al.  Reducing errors in the GRACE gravity solutions using regularization , 2012, Journal of Geodesy.

[6]  S. Lohman,et al.  Ground-Water Hydraulics , 1972 .

[7]  William M. Alley,et al.  Bringing GRACE Down to Earth , 2015, Ground water.

[8]  Núria Devanthéry,et al.  Persistent Scatterer Interferometry: A review , 2016 .

[9]  M. Rodell,et al.  Assimilation of GRACE Terrestrial Water Storage Data into a Land Surface Model: Results for the Mississippi River Basin , 2008 .

[10]  P. Goderniaux,et al.  Investigating the respective impacts of groundwater exploitation and climate change on wetland extension over 150 years , 2014 .

[11]  Wenji Zhao,et al.  Subregional‐scale groundwater depletion detected by GRACE for both shallow and deep aquifers in North China Plain , 2015 .

[12]  C. E. Jacob On the flow of water in an elastic artesian aquifer , 1940 .

[13]  J. Kusche,et al.  Separation of large scale water storage patterns over Iran using GRACE, altimetry and hydrological data , 2014 .

[14]  Fabio Rocca,et al.  Permanent scatterers in SAR interferometry , 2001, IEEE Trans. Geosci. Remote. Sens..

[15]  G. Pavlic,et al.  Groundwater depletion in Central Mexico: Use of GRACE and InSAR to support water resources management , 2016 .

[16]  A. Cazenave,et al.  Time-variable gravity from space and present-day mass redistribution in theEarth system , 2010 .

[17]  E. Fielding,et al.  Predictability of hydraulic head changes and characterization of aquifer‐system and fault properties from InSAR‐derived ground deformation , 2014 .

[18]  B. Scanlon,et al.  Global analysis of approaches for deriving total water storage changes from GRACE satellites , 2015 .

[19]  Angus I. Calderhead,et al.  Pumping dry: an increasing groundwater budget deficit induced by urbanization, industrialization, and climate change in an over-exploited volcanic aquifer , 2012, Environmental Earth Sciences.

[20]  C. V. Theis The relation between the lowering of the Piezometric surface and the rate and duration of discharge of a well using ground‐water storage , 1935 .

[21]  F. Landerer,et al.  Accuracy of scaled GRACE terrestrial water storage estimates , 2012 .

[22]  N. Arnell,et al.  Freshwater resources and their management , 2007 .

[23]  Peter K. Kitanidis,et al.  Estimating temporal changes in hydraulic head using InSAR data in the San Luis Valley, Colorado , 2014 .

[24]  B. Scanlon,et al.  Ground water and climate change , 2013 .

[25]  B. Scanlon,et al.  GRACE Hydrological estimates for small basins: Evaluating processing approaches on the High Plains Aquifer, USA , 2010 .

[26]  M. Watkins,et al.  Improved methods for observing Earth's time variable mass distribution with GRACE using spherical cap mascons , 2015 .

[27]  Srinivas Bettadpur,et al.  High‐frequency terrestrial water storage signal capture via a regularized sliding window mascon product from GRACE , 2016 .

[28]  Howard A. Zebker,et al.  High quality InSAR data linked to seasonal change in hydraulic head for an agricultural area in the San Luis Valley, Colorado , 2011 .

[29]  Claudia Ringler,et al.  Calibration and evaluation of a semi-distributed watershed model of Sub-Saharan Africa using GRACE data , 2012 .

[30]  J. Kusche,et al.  Hydrological Signals Observed by the GRACE Satellites , 2008 .

[31]  H. Zebker,et al.  Sensing the ups and downs of Las Vegas: InSAR reveals structural control of land subsidence and aquifer-system deformation , 1999 .

[32]  Howard A. Zebker,et al.  Inverse modeling of interbed storage parameters using land subsidence observations, Antelope Valley, California , 2003 .

[33]  P. A. Domenico,et al.  Water from low‐permeability sediments and land subsidence , 1965 .

[34]  P. Younger Water in the balance , 2013 .

[35]  P. Renard,et al.  Dealing with spatial heterogeneity , 2005 .

[36]  lt,et al.  Application of small baseline subsets D-InSAR technology to estimate the time series land deformation and aquifer storage coefficients of Los Angeles area , 2012 .

[37]  Thomas J. Burbey,et al.  The role of faulting on surface deformation patterns from pumping-induced groundwater flow (Las Vegas Valley, USA) , 2009 .

[38]  Alexander Y. Sun,et al.  Toward calibration of regional groundwater models using GRACE data , 2012 .

[39]  Petra Döll,et al.  Supporting large-scale hydrogeological monitoring and modelling by time-variable gravity data , 2007 .

[40]  W. van der Wal,et al.  Detectability of groundwater storage change within the Great Lakes Water Basin using GRACE , 2012 .

[41]  S. Swenson,et al.  Satellites measure recent rates of groundwater depletion in California's Central Valley , 2011 .

[42]  N. G. Val’es,et al.  CNES/GRGS 10-day gravity field models (release 2) and their evaluation , 2010 .

[43]  Fabio Rocca,et al.  Nonlinear subsidence rate estimation using permanent scatterers in differential SAR interferometry , 2000, IEEE Trans. Geosci. Remote. Sens..

[44]  D. Galloway,et al.  Ground displacements caused by aquifer-system water-level variations observed using interferometric synthetic aperture radar near Albuquerque, New Mexico , 2002 .

[45]  J. Kusche,et al.  Calibration/Data Assimilation Approach for Integrating GRACE Data into the WaterGAP Global Hydrology Model (WGHM) Using an Ensemble Kalman Filter: First Results , 2013, Surveys in Geophysics.

[46]  N. Sneeuw,et al.  A spaceborne multisensor approach to monitor the desiccation of Lake Urmia in Iran , 2015 .

[47]  Riccardo Lanari,et al.  Satellite radar interferometry time series analysis of surface deformation for Los Angeles, California , 2004 .

[48]  Alfonso Rivera,et al.  Land subsidence in major cities of Central Mexico: Interpreting InSAR-derived land subsidence mapping with hydrogeological data , 2016, Int. J. Appl. Earth Obs. Geoinformation.

[49]  Gianfranco Fornaro,et al.  A new algorithm for surface deformation monitoring based on small baseline differential SAR interferograms , 2002, IEEE Trans. Geosci. Remote. Sens..

[50]  S. Swenson,et al.  Quantifying renewable groundwater stress with GRACE , 2015, Water resources research.

[51]  T. Yan,et al.  The value of subsidence data in ground water model calibration. , 2008, Ground water.

[52]  D. Pool,et al.  Measurements of Aquifer‐Storage Change and Specific Yield Using Gravity Surveys , 1995 .

[53]  William M. Alley,et al.  Sustainability of ground-water resources , 1999 .

[54]  Zhong Lu,et al.  InSAR analysis of natural recharge to define structure of a ground‐water basin, San Bernardino, California , 2001 .

[55]  Peter M. Martin,et al.  Groundwater-flow and land-subsidence model of Antelope Valley, California , 2014 .

[56]  Bridget R. Scanlon,et al.  GRACE water storage estimates for the Middle East and other regions with significant reservoir and lake storage , 2012 .

[57]  S. A. Leake,et al.  MODFLOW Ground-Water Model - User Guide to the Subsidence and Aquifer-System Compaction Package (SUB-WT) for Water-Table Aquifers , 2007 .

[58]  René Therrien,et al.  Simulating pumping-induced regional land subsidence with the use of InSAR and field data in the Toluca Valley, Mexico , 2011 .

[59]  D. Schmidt Time-dependent land uplift and subsidence in the Santa Clara Valley , 2003 .

[60]  Y. Hong,et al.  Have GRACE satellites overestimated groundwater depletion in the Northwest India Aquifer? , 2016, Scientific Reports.

[61]  B. Scanlon,et al.  Ground referencing GRACE satellite estimates of groundwater storage changes in the California Central Valley, USA , 2012 .

[62]  Devin L. Galloway Retrospective of InSAR/DInSAR contributions to hydrogeology by way of bibliographic search , 2014, 2014 IEEE Geoscience and Remote Sensing Symposium.

[63]  Kristy F. Tiampo,et al.  Ground deformation occurring in the city of Auckland, New Zealand, and observed by Envisat interferometric synthetic aperture radar during 2003–2007 , 2010 .

[64]  M. Watkins,et al.  The gravity recovery and climate experiment: Mission overview and early results , 2004 .

[65]  H. Kooi,et al.  Beneath the surface of global change: Impacts of climate change on groundwater , 2011 .

[66]  G. Kruseman,et al.  Analysis and Evaluation of Pumping Test Data , 1983 .

[67]  J. Famiglietti,et al.  Satellite-based estimates of groundwater depletion in India , 2009, Nature.

[68]  Annette Eicker,et al.  Science and User Needs for Observing Global Mass Transport to Understand Global Change and to Benefit Society , 2015, Surveys in Geophysics.

[69]  Howard A. Zebker,et al.  Seasonal subsidence and rebound in Las Vegas Valley, Nevada, observed by Synthetic Aperture Radar Interferometry , 2001 .

[70]  D. Galloway,et al.  The application of satellite differential SAR interferometry-derived ground displacements in hydrogeology , 2007 .

[71]  T. Burbey,et al.  Review: Regional land subsidence accompanying groundwater extraction , 2011 .

[72]  Kenneth W. Hudnut,et al.  Detection of aquifer system compaction and land subsidence using interferometric synthetic aperture radar, Antelope Valley, Mojave Desert, California , 1998 .

[73]  C. E. Jacob,et al.  A generalized graphical method for evaluating formation constants and summarizing well‐field history , 1946 .

[74]  T. Bolch,et al.  Substantial glacier mass loss in the Tien Shan over the past 50 years , 2015 .

[75]  Di Long,et al.  Hydrologic implications of GRACE satellite data in the Colorado River Basin , 2015 .

[76]  Fabio Rocca,et al.  Submillimeter Accuracy of InSAR Time Series: Experimental Validation , 2007, IEEE Transactions on Geoscience and Remote Sensing.

[77]  B. Scanlon,et al.  Impact of water withdrawals from groundwater and surface water on continental water storage variations , 2012 .

[78]  E. Chaussard,et al.  Land subsidence in central Mexico detected by ALOS InSAR time-series , 2014 .

[79]  L. Longuevergne,et al.  Monitoring groundwater storage changes in the highly seasonal humid tropics: Validation of GRACE measurements in the Bengal Basin , 2012 .

[80]  A. Monti Guarnieri,et al.  Sentinel 1 SAR interferometry applications: The outlook for sub millimeter measurements , 2012 .

[81]  W. Feng,et al.  Evaluation of groundwater depletion in North China using the Gravity Recovery and Climate Experiment (GRACE) data and ground‐based measurements , 2013 .

[82]  K. Halford,et al.  Interpretation of Transmissivity Estimates from Single‐Well Pumping Aquifer Tests , 2006, Ground water.

[83]  Frank Flechtner,et al.  Status of the GRACE Follow-On Mission , 2013 .

[84]  J. Borggaard,et al.  A New Zonation Algorithm with Parameter Estimation Using Hydraulic Head and Subsidence Observations , 2014, Ground water.

[85]  L. Konikow Long‐Term Groundwater Depletion in the United States , 2015, Ground water.

[86]  Jiu Jimmy Jiao,et al.  Calibration of a large-scale groundwater flow model using GRACE data: a case study in the Qaidam Basin, China , 2015, Hydrogeology Journal.

[87]  Olivier Bour,et al.  Inferring field‐scale properties of a fractured aquifer from ground surface deformation during a well test , 2015 .

[88]  S. A. Leake,et al.  MODFLOW-2000 Ground-Water Model?User Guide to the Subsidence and Aquifer-System Compaction (SUB) Package , 2003 .

[89]  K. Feigl,et al.  Radar interferometry and its application to changes in the Earth's surface , 1998 .