Estimating Penetration-Related X-Band InSAR Elevation Bias: A Study over the Greenland Ice Sheet

Accelerating melt on the Greenland ice sheet leads to dramatic changes at a global scale. Especially in the last decades, not only the monitoring, but also the quantification of these changes has gained considerably in importance. In this context, Interferometric Synthetic Aperture Radar (InSAR) systems complement existing data sources by their capability to acquire 3D information at high spatial resolution over large areas independent of weather conditions and illumination. However, penetration of the SAR signals into the snow and ice surface leads to a bias in measured height, which has to be corrected to obtain accurate elevation data. Therefore, this study purposes an easy transferable pixel-based approach for X-band penetration-related elevation bias estimation based on single-pass interferometric coherence and backscatter intensity which was performed at two test sites on the Northern Greenland ice sheet. In particular, the penetration bias was estimated using a multiple linear regression model based on TanDEM-X InSAR data and IceBridge laser-altimeter measurements to correct TanDEM-X Digital Elevation Model (DEM) scenes. Validation efforts yielded good agreement between observations and estimations with a coefficient of determination of R2 = 68% and an RMSE of 0.68 m. Furthermore, the study demonstrates the benefits of X-band penetration bias estimation within the application context of ice sheet elevation change detection.

[1]  David G. Long,et al.  Observation and characterization of radar backscatter over Greenland , 2005, IEEE Transactions on Geoscience and Remote Sensing.

[2]  R. Kwok,et al.  Greenland Ice Sheet Surface Properties and Ice Dynamics from ERS-1 SAR Imagery , 1993, Science.

[3]  Gerhard Krieger,et al.  Volume Decorrelation Effects in TanDEM-X Interferometric SAR Data , 2016, IEEE Geoscience and Remote Sensing Letters.

[4]  Gwenn E Flowers,et al.  Hydrology and the future of the Greenland Ice Sheet , 2018, Nature Communications.

[5]  Gerhard Krieger,et al.  TanDEM-X: A radar interferometer with two formation-flying satellites , 2013 .

[6]  Eric Rignot,et al.  A Reconciled Estimate of Ice-Sheet Mass Balance , 2012, Science.

[7]  Achim Roth,et al.  Tandem-x Dem Derived Elevation Changes of the Greenland Ice Sheet , 2018, IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium.

[8]  Xavier Fettweis,et al.  Evidence and analysis of 2012 Greenland records from spaceborne observations, a regional climate model and reanalysis data , 2012 .

[9]  Jaime Hueso Gonzalez,et al.  TanDEM-X: A satellite formation for high-resolution SAR interferometry , 2007 .

[10]  Ian Joughin,et al.  Glaciological advances made with interferometric synthetic aperture radar , 2010, Journal of Glaciology.

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

[12]  Howard A. Zebker,et al.  Estimating Snow Accumulation From InSAR Correlation Observations , 2007, IEEE Transactions on Geoscience and Remote Sensing.

[13]  E. Weber Hoen,et al.  Penetration depths inferred from interferometric volume decorrelation observed over the Greenland Ice Sheet , 2000, IEEE Trans. Geosci. Remote. Sens..

[14]  Christian Mätzler,et al.  Microwave Properties of Ice and Snow , 1998 .

[15]  Lei Wang,et al.  Automated delineation of dry and melt snow zones in Antarctica using active and passive microwave observations from space , 2006, IEEE Transactions on Geoscience and Remote Sensing.

[16]  J. F. Levinsen,et al.  Improving maps of ice-sheet surface elevation change using combined laser altimeter and stereoscopic elevation model data , 2013, Journal of Glaciology.

[17]  Konrad Steffen,et al.  Surface climatology of the Greenland Ice Sheet: Greenland Climate Network 1995–1999 , 2001 .

[18]  X. Fettweis,et al.  Greenland Ice sheet [in "State of the Climate in 2013"] , 2014 .

[19]  S. Dech,et al.  A new high-resolution elevation model of Greenland derived from TanDEM-X , 2016 .

[20]  Sivaprasad Gogineni,et al.  An accumulation map for the Greenland dry‐snow facies derived from spaceborne radar , 2003 .

[21]  I. Hajnsek,et al.  A tutorial on synthetic aperture radar , 2013, IEEE Geoscience and Remote Sensing Magazine.

[22]  Erich Meier,et al.  Pol-InSAR observations from an Alpine glacier in the cold infiltration zone at L- and P-band , 2005, IEEE Geoscience and Remote Sensing Letters.

[23]  Ian M. Howat,et al.  A new bed elevation dataset for Greenland , 2012 .

[24]  Alberto Moreira,et al.  Characterization of Snow Facies on the Greenland Ice Sheet Observed by TanDEM-X Interferometric SAR Data , 2017, Remote. Sens..

[25]  Michele Martone,et al.  The TanDEM-X DEM Mosaicking: Fusion of Multiple Acquisitions Using InSAR Quality Parameters , 2016, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

[26]  K. Jezek,et al.  Unusual Radar Echoes from the Greenland Ice Sheet , 1993, Science.

[27]  Willem Jan van de Berg,et al.  A high‐resolution record of Greenland mass balance , 2016 .

[28]  Achim Roth,et al.  Operational TanDEM-X DEM calibration and first validation results , 2012 .

[29]  Achim Roth,et al.  Investigation of Tandem-x Penetration Depth Over the Greenland Ice Sheet , 2018, IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium.

[30]  Birgit Wessel,et al.  TanDEM-X Ground Segment – DEM Products Specification Document , 2013 .

[31]  K. C. Partington Discrimination of glacier facies using multi-temporal SAR data , 1998 .

[32]  Son V. Nghiem,et al.  The extreme melt across the Greenland ice sheet in 2012 , 2012 .

[33]  Gerhard Krieger,et al.  Generation and performance assessment of the global TanDEM-X digital elevation model , 2017 .

[34]  W. Krabill,et al.  Penetration depth of interferometric synthetic‐aperture radar signals in snow and ice , 2001, Geophysical Research Letters.

[35]  Ian M. Howat,et al.  On the recent contribution of the Greenland ice sheet to sea level change , 2016 .

[36]  Jørgen Dall,et al.  InSAR Elevation Bias Caused by Penetration Into Uniform Volumes , 2007, IEEE Transactions on Geoscience and Remote Sensing.

[37]  C. Benson,et al.  Stratigraphic studies in the snow and firn of the Greenland ice sheet , 1960 .

[38]  Andy Aschwanden,et al.  Greenland ice sheet mass balance: a review , 2015, Reports on progress in physics. Physical Society.

[39]  Richard Bamler,et al.  The Dual-Baseline Phase Unwrapping Correction Framework for the TanDEM-X Mission Part 1: Theoretical Description and Algorithms , 2018, IEEE Transactions on Geoscience and Remote Sensing.

[40]  Angelika Humbert,et al.  Elevation and elevation change of Greenland and Antarctica derived from CryoSat-2 , 2014 .

[41]  Helko Breit,et al.  TerraSAR-X Ground Segment Basic Product Specification Document , 2008 .

[42]  Irena Hajnsek,et al.  Modeling Multifrequency Pol-InSAR Data From the Percolation Zone of the Greenland Ice Sheet , 2019, IEEE Transactions on Geoscience and Remote Sensing.

[43]  David Small,et al.  Flattening Gamma: Radiometric Terrain Correction for SAR Imagery , 2011, IEEE Transactions on Geoscience and Remote Sensing.

[44]  K. Langley,et al.  CryoSat-2 delivers monthly and inter-annual surface elevation change for Arctic ice caps , 2015 .

[45]  Helko Breit,et al.  Interferometric processing of TanDEM-X data , 2011, 2011 IEEE International Geoscience and Remote Sensing Symposium.

[46]  E. Rignot,et al.  Radar scattering from snow facies of the Greenland ice sheet: results from the AIRSAR 1991 campaign , 1993, Proceedings of IGARSS '93 - IEEE International Geoscience and Remote Sensing Symposium.

[47]  Marco Tedesco,et al.  Snowmelt detection over the Greenland ice sheet from SSM/I brightness temperature daily variations , 2007 .

[48]  A. J. Luis,et al.  A Review on Applications of Imaging Synthetic Aperture Radar with a Special Focus on Cryospheric Studies , 2015 .

[49]  Anne-Marie Nuttall,et al.  Detection of superimposed ice on the glaciers Kongsvegen and midre Lovénbreen, Svalbard, using SAR satellite imagery , 2002, Annals of Glaciology.

[50]  B. Smith,et al.  Measuring Height Change Around the Periphery of the Greenland Ice Sheet With Radar Altimetry , 2019, Front. Earth Sci..

[51]  M. Braun,et al.  Monitoring snow and ice surfaces on King George Island, Antarctic Peninsula, with high-resolution TerraSAR-X time series , 2015, Antarctic Science.