Sensitivity of glacier elevation analysis and numerical modeling to CryoSat-2 SIRAL retracking techniques

Abstract The CryoSat-2 radar altimetry mission, launched in 2010, provides key measurements of Earth's cryosphere. CryoSat-2's primary instrument, the Synthetic Aperture Interferometric Radar Altimeter (SIRAL), allows accurate height measurements of sloped ice-surfaces including the highly crevassed Bering-Bagley Glacier System (BBGS) in southeast Alaska. The recent surge of the BBGS in 2011–2013, which resulted in large-scale elevation changes and wide-spread crevassing, presents an interesting challenge to the processing of the SIRAL measurements. Derivation of surface height is achieved by retracking the received waveform of the altimeter signal. Several such retracking methods have been developed. In this paper, we investigate the influence of six unique SIRAL retracking methods on (1) Digital Elevation Model (DEM) generation, (2) analysis of ice-surface topography, and (3) numerical modeling results of the BBGS during surge. First, we derive a surface DEM for each retracked dataset using kriging. The swath-processed dataset provides 100–250 times more points than the other datasets, which decreases DEM uncertainty associated with data coverage by a factor of 2–4. Differences between the six resulting DEMs imply that retracking methods can have significant effects on elevation and elevation-change analysis, but we find that lower-level processing has larger effects. Next, the sensitivity of the data-model connection is evaluated using a finite element model of the BBGS surge. We set up six modeling experiments, each initiated with a unique input surface DEM derived from the various retracking methods. While retracking choices effect estimation of unknown model parameters related to crevasse simulation, we have developed a procedure to limit these effects resulting in remarkably consistent parameter optimization across modeling experiments. Each model experiment yields an optimal friction coefficient in the sliding law of 10 − 5 M P a ⋅ a m , while estimates of the optimal von Mises stress threshold for crevasse initiation ranged between 230 and 240 k P a .

[1]  Mika Malinen,et al.  Capabilities and performance of Elmer/Ice, a new-generation ice sheet model , 2013 .

[2]  H. Jay Zwally,et al.  Elevation changes in Pine Island Glacier, Walgreen Coast, Antarctica, based on GLAS (2003) and ERS‐1 (1995) altimeter data analyses and glaciological implications , 2008 .

[3]  Ian M. Howat,et al.  Committed sea-level rise for the next century from Greenland ice sheet dynamics during the past decade , 2011, Proceedings of the National Academy of Sciences.

[4]  Eric Rignot,et al.  Insights into spatial sensitivities of ice mass response to environmental change from the SeaRISE ice sheet modeling project II: Greenland , 2013, Journal of Geophysical Research: Earth Surface.

[5]  Relating the occurrence of crevasses to surface strain rates , 1993 .

[6]  Eric Rignot,et al.  Continental scale, high order, high spatial resolution, ice sheet modeling using the Ice Sheet System Model (ISSM) , 2012 .

[7]  Thorsten Markus,et al.  The Ice, Cloud, and Land Elevation Satellite - 2 Mission: A Global Geolocated Photon Product Derived From the Advanced Topographic Laser Altimeter System. , 2019, Remote sensing of environment.

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

[9]  Curt H. Davis,et al.  A robust threshold retracking algorithm for measuring ice-sheet surface elevation change from satellite radar altimeters , 1997, IEEE Trans. Geosci. Remote. Sens..

[10]  Tommaso Parrinello,et al.  A new digital elevation model of Antarctica derived from CryoSat-2 altimetry , 2017 .

[11]  M. Meier,et al.  What are glacier surges , 1969 .

[12]  Garry K. C. Clarke,et al.  Fast glacier flow: Ice streams, surging, and tidewater glaciers , 1987 .

[13]  Eric Rignot,et al.  Insights into spatial sensitivities of ice mass response to environmental change from the SeaRISE ice sheet modeling project I: Antarctica , 2013 .

[14]  W. Lipscomb,et al.  ISMIP6 Antarctica: a multi-model ensemble of the Antarctic ice sheet evolution over the 21st century , 2020 .

[15]  E. Hunke,et al.  Sea ice deformation in Fram Strait — Comparison of CICE simulations with analysis and classification of airborne remote-sensing data , 2015 .

[16]  W. Tangborn Mass balance, runoff and surges of Bering Glacier, Alaska , 2012 .

[17]  D. Goldberg,et al.  Data assimilation using a hybrid ice flow model , 2010 .

[18]  A. Muir,et al.  CryoSat-2 swath interferometric altimetry for mapping ice elevation and elevation change , 2017, Advances in Space Research.

[19]  H. Blatter,et al.  Dynamics of Ice Sheets and Glaciers , 2009 .

[20]  Ute Christina Herzfeld,et al.  Least-squares collocation, geophysical inverse theory and geostatistics : a bird's eye view , 1992 .

[21]  Andrew R. Bennett,et al.  Description and evaluation of the Community Ice Sheet Model (CISM) v2.1 , 2018, Geoscientific Model Development.

[22]  William H. Lipscomb,et al.  Ice-sheet model sensitivities to environmental forcing and their use in projecting future sea level (the SeaRISE project) , 2013, Journal of Glaciology.

[23]  L. Phalippou,et al.  CryoSat: A mission to determine the fluctuations in Earth’s land and marine ice fields ☆ , 2006 .

[24]  Craig S. Lingle,et al.  Analysis of the 1993-95 Bering Glacier (Alaska) surge using differential SAR interferometry , 1998 .

[25]  Barclay Kamb,et al.  Glacier surge mechanism based on linked cavity configuration of the basal water conduit system , 1987 .

[26]  P. Levelt,et al.  ESA's sentinel missions in support of Earth system science , 2012 .

[27]  Malcolm Davidson,et al.  Validation of CryoSat-2 SARIn Data over Austfonna Ice Cap Using Airborne Laser Scanner Measurements , 2018, Remote. Sens..

[28]  Eric Rignot,et al.  Low‐frequency radar sounding of temperate ice masses in Southern Alaska , 2013, Geophysical Research Letters.

[29]  R. Cullen,et al.  Interferometric swath processing of Cryosat data for glacial ice topography , 2013 .

[30]  Jonathan L. Bamber,et al.  The accuracy of digital elevation models of the Antarctic continent , 2005 .

[31]  A. Shepherd,et al.  Surface elevation change and mass balance of Icelandic ice caps derived from swath mode CryoSat‐2 altimetry , 2016 .

[32]  R. Armstrong,et al.  The Physics of Glaciers , 1981 .

[33]  Richard R. Forster,et al.  Surge dynamics on Bering Glacier, Alaska, in 2008–2011 , 2012 .

[34]  C. Veen Crevasses on glaciers 1 , 1999 .

[35]  Curtis H. Davis,et al.  A surface and volume scattering retracking algorithm for ice sheet satellite altimetry , 1993, IEEE Trans. Geosci. Remote. Sens..

[36]  Maciej Stachura,et al.  Applications of Geostatistics in Optimal Design of Satellite Altimetry Orbits and Measurement Configurations , 2011 .

[37]  U. Herzfeld,et al.  Crevasses as Indicators of Surge Dynamics in the Bering Bagley Glacier System, Alaska: Numerical Experiments and Comparison to Image Data Analysis , 2016, Journal of Geophysical Research: Earth Surface.

[38]  W. Lipscomb,et al.  The future sea-level contribution of the Greenland ice sheet: a multi-model ensemble study of ISMIP6 , 2020, The Cryosphere.

[39]  Eric Rignot,et al.  Interferometric radar observations of Glaciares Europa and Penguin, Hielo Patagónico Sur, Chile , 1999, Journal of Glaciology.

[40]  Corinna Hoose,et al.  The Norwegian Earth System Model, NorESM1-M - Part 1: Description and basic evaluation , 2012 .

[41]  Tavi Murray,et al.  Multi-model photogrammetric analysis of the 1990s surge of Sortebræ, East Greenland , 2001, Journal of Glaciology.

[42]  K.,et al.  The Community Earth System Model (CESM) large ensemble project: a community resource for studying climate change in the presence of internal climate variability , 2015 .

[43]  Louise Sandberg Sørensen,et al.  Improved retrieval of land ice topography from CryoSat-2 data and its impact for volume-change estimation of the Greenland Ice Sheet , 2016 .

[44]  Martin Truffer,et al.  Of isbræ and ice streams , 2003, Annals of Glaciology.

[45]  H. Jay Zwally,et al.  Surface elevation contours of Greenland and Antarctic ice sheets , 1983 .

[46]  L. Fei,et al.  DEM DEVELOPMENT AND PRECISION ANALYSIS FOR ANTARCTIC ICE SHEET USING CRYOSAT-2 ALTIMETRY DATA , 2017 .

[47]  J. Utke,et al.  Inferred basal friction and surface mass balance of North-East Greenland Ice Stream using data assimilation of ICESat-1 surface altimetry and ISSM , 2014 .

[48]  Jonathan L. Bamber,et al.  Geometric boundary conditions for modelling the velocity field of the Antarctic ice sheet , 1996 .

[49]  Xiang Gao,et al.  Description and Evaluation of the MIT Earth System Model (MESM) , 2018, Journal of Advances in Modeling Earth Systems.

[50]  H. Douville,et al.  The CNRM-CM5.1 global climate model: description and basic evaluation , 2013, Climate Dynamics.

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

[52]  Phillip A. Chen,et al.  Elevation changes and dynamic provinces of Jakobshavn Isbræ, Greenland, derived using generalized spatial surface roughness from ICESat GLAS and ATM data , 2014 .

[53]  Phillip A. Chen,et al.  Bering Glacier surge 2011: analysis of laser altimeter data , 2013, Annals of Glaciology.

[54]  Charles F. Raymond,et al.  How do glaciers surge? A review , 1987 .

[55]  E. Bueler,et al.  The Potsdam Parallel Ice Sheet Model (PISM-PIK) – Part 1: Model description , 2010 .

[56]  Craig S. Lingle,et al.  Geostatistical evaluation of satellite radar altimetry for high-resolution mapping of Lambert Glacier, Antarctica , 1993 .

[57]  Douglas J. Brinkerhoff,et al.  Data assimilation and prognostic whole ice sheet modelling with the variationally derived, higher order, open source, and fully parallel ice sheet model VarGlaS , 2013 .

[58]  U. Herzfeld,et al.  Spatiotemporal mapping of a large mountain glacier from CryoSat-2 altimeter data: surface elevation and elevation change of Bering Glacier during surge (2011–2014) , 2016 .

[59]  C. J. van der Veen,et al.  Fracture mechanics approach to penetration of surface crevasses on glaciers , 1998 .

[60]  David J. Harding,et al.  The Ice, Cloud, and land Elevation Satellite-2 (ICESat-2): Science requirements, concept, and implementation , 2017 .

[61]  U. Herzfeld,et al.  Bering Glacier and Bagley Ice Valley surge 2011: crevasse classification as an approach to map deformation stages and surge progression , 2013, Annals of Glaciology.

[62]  Jonathan L. Bamber,et al.  Ice sheet altimeter processing scheme , 1994 .

[63]  Darrel L. Williams,et al.  Landsat sensor performance: history and current status , 2004, IEEE Transactions on Geoscience and Remote Sensing.

[64]  Michele Scagliola,et al.  CryoSat instrument performance and ice product quality status , 2018, Advances in Space Research.

[65]  J. Maslanik,et al.  Spatiotemporal Climate Model Validation—Case Studies for MM5 over Northwestern Canada and Alaska , 2007 .

[66]  Craig S. Lingle,et al.  Recent advance of the grounding line of Lambert Glacier, Antarctica, deduced from satellite-radar altimetry , 1994 .

[67]  D. F. Merriam,et al.  A Map-Comparison Technique Utilizing Weighted Input Parameters , 1990 .

[68]  T. Trantow Numerical experiments of dynamical processes during the 2011-2013 surge of the Bering-Bagley Glacier System, using a full-Stokes finite element model , 2014 .

[69]  Luke Copland,et al.  A revised calibration of the interferometric mode of the CryoSat-2 radar altimeter improves ice height and height change measurements in western Greenland , 2017 .

[70]  H. J. Zwally,et al.  Slope‐induced errors in radar altimetry over continental ice sheets , 1983 .

[71]  Ute Christina Herzfeld,et al.  Master of the Obscure—Automated Geostatistical Classification in Presence of Complex Geophysical Processes , 2008 .

[72]  Fuyuki Saito,et al.  Initial results of the SeaRISE numerical experiments with the models SICOPOLIS and IcIES for the Greenland ice sheet , 2011, Annals of Glaciology.

[73]  Tazio Strozzi,et al.  Is there a single surge mechanism? Contrasts in dynamics between glacier surges in Svalbard and other regions , 2003 .

[74]  Eric Larour,et al.  Ice Sheet Model Intercomparison Project (ISMIP6) contribution to CMIP6. , 2016, Geoscientific model development.

[75]  Frédérique Rémy,et al.  Antarctic Ice Sheet and Radar Altimetry: A Review , 2009, Remote. Sens..