A method of combining ICESat and GRACE satellite data to constrain Antarctic mass balance
Abstract
Measurements from the Geoscience Laser Altimeter System (GLAS) aboard NASA's ICESat satellite (2001 launch) will be used to estimate the secular change in Antarctic ice mass. We have simulated 5 years of GLAS data to infer the likely accuracy of these GLAS mass balance estimates. We conclude that ICESat will be able to determine the linear rate of change in Antarctic ice mass occurring during those 5 years to an accuracy of ∼7 mm/yr equivalent water thickness when averaged over the entire ice sheet. By further including the difference between the typical 5‐year trend and the long‐term (i.e., century‐scale) trend, we estimate that GLAS should be able to provide the long‐term trend in mass to an accuracy of about ±9 mm/yr of equivalent water thickness, corresponding to an accuracy for the Antarctic contribution to the century‐scale global sea level rise of about ±0.3 mm/yr. For both cases the principal error sources are inadequate knowledge of postglacial rebound and of complications caused by interannual and decadal variations in the accumulation rate. We also simulate 5 years of gravity measurements from the NASA and Deutsches Zentrum für Luft‐und Raumfahrt (DLR) satellite mission Gravity Recovery and Climate Experiment (GRACE) (2001 launch). We find that by combining GLAS and GRACE measurements, it should be possible to slightly reduce the postglacial rebound error in the GLAS mass balance estimates. The improvement obtained by adding the gravity data would be substantially greater for multiple, successive altimeter and gravity missions.
Number of times cited: 67
- Jeffrey S. Munroe, Samuel S. O’Keefe and Andrew L. Gorin, Chronology, stable isotopes, and glaciochemistry of perennial ice in Strickler Cavern, Idaho, USA, GSA Bulletin, 10.1130/B31776.1, 130, 1-2, (175-192), (2017).
- W. Richard Peltier, Donald F. Argus and Rosemarie Drummond, Comment on “An Assessment of the ICE‐6G_C (VM5a) Glacial Isostatic Adjustment Model” by Purcell et al., Journal of Geophysical Research: Solid Earth, 123, 2, (2019-2028), (2018).
- Tyler C. Sutterley, Isabella Velicogna, Xavier Fettweis, Eric Rignot, Brice Noël and Michiel Broeke, Evaluation of Reconstructions of Snow/Ice Melt in Greenland by Regional Atmospheric Climate Models Using Laser Altimetry Data, Geophysical Research Letters, 45, 16, (8324-8333), (2018).
- Annamária Kiss and Lóránt Földváry, Uncertainty of GRACE-borne long periodic and secular ice mass variations in Antarctica, Acta Geodaetica et Geophysica, 10.1007/s40328-016-0185-1, 52, 4, (497-510), (2016).
- Alba Martín‐Español, Matt A. King, Andrew Zammit‐Mangion, Stuart B. Andrews, Philip Moore and Jonathan L. Bamber, An assessment of forward and inverse GIA solutions for Antarctica, Journal of Geophysical Research: Solid Earth, 121, 9, (6947-6965), (2016).
- Dominic A. Hodgson, Pippa L. Whitehouse, Gijs De Cort, Sonja Berg, Elie Verleyen, Ines Tavernier, Stephen J. Roberts, Wim Vyverman, Koen Sabbe and Philip O'Brien, Rapid early Holocene sea-level rise in Prydz Bay, East Antarctica, Global and Planetary Change, 10.1016/j.gloplacha.2015.12.020, 139, (128-140), (2016).
- Jinyun Guo, Dapeng Mu, Xin Liu, Haoming Yan, Zhongchang Sun and Bin Guo, Water Storage Changes over the Tibetan Plateau Revealed by GRACE Mission, Acta Geophysica, 10.1515/acgeo-2016-0003, 64, 2, (463-476), (2016). IGARSS 2016 - 2016 IEEE International Geoscience and Remote Sensing Symposium Beijing, China 2016 IEEE International Geoscience and Remote Sensing Symposium (IGARSS) IEEE , (2016). 978-1-5090-3332-4 Fang Zou and Shuanggen Jin Estimations of glacier melting in Greenland from combined satellite gravimetry and icesat , (2016). 6185 6188 7730616 , 10.1109/IGARSS.2016.7730616 http://ieeexplore.ieee.org/document/7730616/
- W. R. Peltier, D. F. Argus and R. Drummond, Space geodesy constrains ice age terminal deglaciation: The global ICE‐6G_C (VM5a) model, Journal of Geophysical Research: Solid Earth, 120, 1, (450-487), (2015).
- Martin Wolstencroft, Matt A. King, Pippa L. Whitehouse, Michael J. Bentley, Grace A. Nield, Edward C. King, Malcolm McMillan, Andrew Shepherd, Valentina Barletta, Andrea Bordoni, Riccardo E.M. Riva, Olga Didova and Brian C. Gunter, Uplift rates from a new high-density GPS network in Palmer Land indicate significant late Holocene ice loss in the southwestern Weddell Sea, Geophysical Journal International, 10.1093/gji/ggv327, 203, 1, (737-754), (2015).
- E.D. Waddington and C.S. Lingle, Dynamics of the East Antarctic Ice Sheet☆, Reference Module in Earth Systems and Environmental Sciences, 10.1016/B978-0-12-409548-9.09468-9, (2015).
- Wouter van der Wal, Pippa L. Whitehouse and Ernst J.O. Schrama, Effect of GIA models with 3D composite mantle viscosity on GRACE mass balance estimates for Antarctica, Earth and Planetary Science Letters, 10.1016/j.epsl.2015.01.001, 414, (134-143), (2015).
- Ernst J. O. Schrama, Bert Wouters and Roelof Rietbroek, A mascon approach to assess ice sheet and glacier mass balances and their uncertainties from GRACE data, Journal of Geophysical Research: Solid Earth, 119, 7, (6048-6066), (2014).
- Tyler C Sutterley, Isabella Velicogna, Beata Csatho, Michiel van den Broeke, Soroush Rezvan-Behbahani and Greg Babonis, Evaluating Greenland glacial isostatic adjustment corrections using GRACE, altimetry and surface mass balance data, Environmental Research Letters, 10.1088/1748-9326/9/1/014004, 9, 1, (014004), (2014).
- Yuande Yang, Cheinway Hwang and Dongchen E, A fixed full-matrix method for determining ice sheet height change from satellite altimeter: an ENVISAT case study in East Antarctica with backscatter analysis, Journal of Geodesy, 10.1007/s00190-014-0730-z, 88, 9, (901-914), (2014).
- A. Mémin, T. Flament, F. Rémy and M. Llubes, Snow- and ice-height change in Antarctica from satellite gravimetry and altimetry data, Earth and Planetary Science Letters, 10.1016/j.epsl.2014.08.008, 404, (344-353), (2014).
- Erik R. Ivins, Carol A. Raymond and Thomas S. James, Late‐Pleistocene, Holocene and Present‐Day Ice Load Evolution in the Antarctic Peninsula: Models and Predicted Vertical Crustal Motion, Ice Sheets, Sea Level and the Dynamic Earth, (133-155), (2013).
- John M. Wahr and James L. Davis, Geodetic Constraints on Glacial Isostatic Adjustment, Ice Sheets, Sea Level and the Dynamic Earth, (3-32), (2013).
- Erik R. Ivins, Thomas S. James, John Wahr, Ernst J. O. Schrama, Felix W. Landerer and Karen M. Simon, Antarctic contribution to sea level rise observed by GRACE with improved GIA correction, Journal of Geophysical Research: Solid Earth, 118, 6, (3126-3141), (2013).
- T.Y. Zhang and S.G. Jin, Estimate of glacial isostatic adjustment uplift rate in the Tibetan Plateau from GRACE and GIA models, Journal of Geodynamics, 10.1016/j.jog.2013.05.002, 72, (59-66), (2013).
- Edward Hanna, Francisco J. Navarro, Frank Pattyn, Catia M. Domingues, Xavier Fettweis, Erik R. Ivins, Robert J. Nicholls, Catherine Ritz, Ben Smith, Slawek Tulaczyk, Pippa L. Whitehouse and H. Jay Zwally, Ice-sheet mass balance and climate change, Nature, 10.1038/nature12238, 498, 7452, (51-59), (2013).
- Hansheng Wang, Lulu Jia, Holger Steffen, Patrick Wu, Liming Jiang, Houtse Hsu, Longwei Xiang, Zhiyong Wang and Bo Hu, Increased water storage in North America and Scandinavia from GRACE gravity data, Nature Geoscience, 10.1038/ngeo1652, 6, 1, (38-42), (2012).
- E.D. Waddington and C.S. Lingle, ICE CORES | Dynamics of the East Antarctic Ice Sheet, Encyclopedia of Quaternary Science, 10.1016/B978-0-444-53643-3.00031-5, (456-462), (2013).
- A. Groh, H. Ewert, M. Scheinert, M. Fritsche, A. Rülke, A. Richter, R. Rosenau and R. Dietrich, An investigation of Glacial Isostatic Adjustment over the Amundsen Sea sector, West Antarctica, Global and Planetary Change, 10.1016/j.gloplacha.2012.08.001, 98-99, (45-53), (2012).
- A. Shepherd, E. R. Ivins, G. A, V. R. Barletta, M. J. Bentley, S. Bettadpur, K. H. Briggs, D. H. Bromwich, R. Forsberg, N. Galin, M. Horwath, S. Jacobs, I. Joughin, M. A. King, J. T. M. Lenaerts, J. Li, S. R. M. Ligtenberg, A. Luckman, S. B. Luthcke, M. McMillan, R. Meister, G. Milne, J. Mouginot, A. Muir, J. P. Nicolas, J. Paden, A. J. Payne, H. Pritchard, E. Rignot, H. Rott, L. S. Sorensen, T. A. Scambos, B. Scheuchl, E. J. O. Schrama, B. Smith, A. V. Sundal, J. H. van Angelen, W. J. van de Berg, M. R. van den Broeke, D. G. Vaughan, I. Velicogna, J. Wahr, P. L. Whitehouse, D. J. Wingham, D. Yi, D. Young and H. J. Zwally, A Reconciled Estimate of Ice-Sheet Mass Balance, Science, 10.1126/science.1228102, 338, 6111, (1183-1189), (2012).
- J.Y. Guo, Z.W. Huang, C.K. Shum and W. van der Wal, Comparisons among contemporary glacial isostatic adjustment models, Journal of Geodynamics, 10.1016/j.jog.2012.03.011, 61, (129-137), (2012).
- Martin Horwath, Benoît Legrésy, Frédérique Rémy, Fabien Blarel and Jean‐Michel Lemoine, Consistent patterns of Antarctic ice sheet interannual variations from ENVISAT radar altimetry and GRACE satellite gravimetry, Geophysical Journal International, 189, 2, (863-876), (2012).
- Erik R. Ivins, Michael M. Watkins, Dah‐Ning Yuan, Reinhard Dietrich, Gino Casassa and Axel Rülke, On‐land ice loss and glacial isostatic adjustment at the Drake Passage: 2003–2009, Journal of Geophysical Research: Solid Earth, 116, B2, (2011).
- Keiko Yamamoto, Yoichi Fukuda and Koichiro Doi, Interpretation of GIA and ice-sheet mass trends over Antarctica using GRACE and ICESat data as a constraint to GIA models, Tectonophysics, 10.1016/j.tecto.2010.11.010, 511, 3-4, (69-78), (2011).
- A. Purcell, A. Dehecq, P. Tregoning, E.‐K. Potter, S. C. McClusky and K. Lambeck, Relationship between glacial isostatic adjustment and gravity perturbations observed by GRACE, Geophysical Research Letters, 38, 18, (2011).
- Bert L.A. Vermeersen, Erik R. Ivins and Matt A. King, Special section on observation and modeling of glacial isostatic adjustment, Tectonophysics, 10.1016/j.tecto.2011.10.012, 511, 3-4, (67-68), (2011).
- Wouter van der Wal, Enrico Kurtenbach, Jürgen Kusche and Bert Vermeersen, Radial and tangential gravity rates from GRACE in areas of glacial isostatic adjustment, Geophysical Journal International, 187, 2, (797-812), (2011).
- Karen M. Simon, Thomas S. James and Erik R. Ivins, Ocean loading effects on the prediction of Antarctic glacial isostatic uplift and gravity rates, Journal of Geodesy, 10.1007/s00190-010-0368-4, 84, 5, (305-317), (2010).
- Xiaoping Wu, Michael B. Heflin, Hugo Schotman, Bert L. A. Vermeersen, Danan Dong, Richard S. Gross, Erik R. Ivins, Angelyn W. Moore and Susan E. Owen, Simultaneous estimation of global present-day water transport and glacial isostatic adjustment, Nature Geoscience, 10.1038/ngeo938, 3, 9, (642-646), (2010).
- Paul Tregoning, Guillaume Ramillien, Herbert McQueen and Dan Zwartz, Glacial isostatic adjustment and nonstationary signals observed by GRACE, Journal of Geophysical Research: Solid Earth, 114, B6, (2009).
- Riccardo E.M. Riva, Brian C. Gunter, Timothy J. Urban, Bert L.A. Vermeersen, Roderik C. Lindenbergh, Michiel M. Helsen, Jonathan L. Bamber, Roderik S.W. van de Wal, Michiel R. van den Broeke and Bob E. Schutz, Glacial Isostatic Adjustment over Antarctica from combined ICESat and GRACE satellite data, Earth and Planetary Science Letters, 10.1016/j.epsl.2009.10.013, 288, 3-4, (516-523), (2009).
- E. Rangelova, G. Fotopoulos and M. G. Sideris, On the use of iterative re-weighting least-squares and outlier detection for empirically modelling rates of vertical displacement, Journal of Geodesy, 10.1007/s00190-008-0261-6, 83, 6, (523-535), (2008).
- Hieu Duong, R. Lindenbergh, N. Pfeifer and G. Vosselman, ICESat Full-Waveform Altimetry Compared to Airborne Laser Scanning Altimetry Over The Netherlands, IEEE Transactions on Geoscience and Remote Sensing, 10.1109/TGRS.2009.2021468, 47, 10, (3365-3378), (2009).
- Brian Gunter, T. Urban, R. Riva, M. Helsen, R. Harpold, S. Poole, P. Nagel, B. Schutz and B. Tapley, A comparison of coincident GRACE and ICESat data over Antarctica, Journal of Geodesy, 10.1007/s00190-009-0323-4, 83, 11, (1051-1060), (2009).
- D. C. Slobbe, P. Ditmar and R. C. Lindenbergh, Estimating the rates of mass change, ice volume change and snow volume change in Greenland from ICESat and GRACE data, Geophysical Journal International, 176, 1, (95-106), (2008).
- Hansheng Wang, Patrick Wu and Wouter van der Wal, Using postglacial sea level, crustal velocities and gravity-rate-of-change to constrain the influence of thermal effects on mantle lateral heterogeneities, Journal of Geodynamics, 10.1016/j.jog.2008.03.003, 46, 3-5, (104-117), (2008).
- Elena Rangelova and Michael G. Sideris, Contributions of terrestrial and GRACE data to the study of the secular geoid changes in North America, Journal of Geodynamics, 10.1016/j.jog.2008.03.006, 46, 3-5, (131-143), (2008).
- C.K. Shum, Chung-yen Kuo and Jun-yi Guo, Role of Antarctic ice mass balance in present-day sea-level change, Polar Science, 10.1016/j.polar.2008.05.004, 2, 2, (149-161), (2008).
- Patrick Wu and Hansheng Wang, Postglacial isostatic adjustment in a self-gravitating spherical earth with power-law rheology, Journal of Geodynamics, 10.1016/j.jog.2008.03.008, 46, 3-5, (118-130), (2008).
- Hyongki Lee, C.K. Shum, Yuchan Yi, Alexander Braun and Chung-Yen Kuo, Laurentia crustal motion observed using TOPEX/POSEIDON radar altimetry over land, Journal of Geodynamics, 10.1016/j.jog.2008.05.001, 46, 3-5, (182-193), (2008).
- Archie Paulson, Shijie Zhong and John Wahr, Limitations on the inversion for mantle viscosity from postglacial rebound, Geophysical Journal International, 168, 3, (1195-1209), (2007).
- Helgard Anschütz, Olaf Eisen, Hans Oerter, Daniel Steinhage and Mirko Scheinert, Investigating small-scale variations of the recent accumulation rate in coastal Dronning Maud Land, East Antarctica, Annals of Glaciology, 10.3189/172756407782871756, 46, (14-21), (2017).
- J.M. Wahr, Time Variable Gravity from Satellites, Treatise on Geophysics, 10.1016/B978-044452748-6.00176-0, (213-237), (2007).
- E.D. Waddington and C.S. Lingle, ICE CORES | Dynamics of the East Antarctic Ice Sheet, Encyclopedia of Quaternary Science, 10.1016/B0-44-452747-8/00343-4, (1305-1311), (2007).
- Peter G. Knight, References, Glacier Science and Environmental Change, (459-516), (2007).
- R. J Arthern and R. C.A Hindmarsh, Determining the contribution of Antarctica to sea-level rise using data assimilation methods, Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences, 10.1098/rsta.2006.1801, 364, 1844, (1841-1865), (2006).
- J. Flury, Ice Mass Balance and Ice Dynamics from Satellite Gravity Missions, Earth, Moon, and Planets, 10.1007/s11038-004-8213-5, 94, 1-2, (83-91), (2005).
- , Recommendations for the collection and synthesis of Antarctic Ice Sheet mass balance data, Global and Planetary Change, 10.1016/j.gloplacha.2003.11.008, 42, 1-4, (1-15), (2004).
- A. Cazenave and R. S. Nerem, Present‐day sea level change: Observations and causes, Reviews of Geophysics, 42, 3, (2004).
- M. Llubes, N. Florsch, B. Legresy, J.-M. Lemoine, S. Loyer, D. Crossley and F. Rémy, Crustal thickness in Antarctica from CHAMP gravimetry, Earth and Planetary Science Letters, 10.1016/S0012-821X(03)00245-0, 212, 1-2, (103-117), (2003).
- Robert J. Arthern and Richard C. A. Hindmarsh, Optimal estimation of changes in the mass of ice sheets, Journal of Geophysical Research: Earth Surface, 108, F1, (2003).
- John M. Wahr and James L. Davis, Geodetic constraints on glacial isostatic adjustment, Ice Sheets, Sea Level and the Dynamic Earth, 10.1029/GD029p0003, (3-32), (2002).
- Erik R. Ivins, Carol A. Raymond and Thomas S. James, Late-Pleistocene, Holocene and present-day ice load evolution in the Antarctic Peninsula: Models and predicted vertical crustal motion, Ice Sheets, Sea Level and the Dynamic Earth, 10.1029/GD029p0133, (133-155), (2002).
- H.J. Zwally, B. Schutz, W. Abdalati, J. Abshire, C. Bentley, A. Brenner, J. Bufton, J. Dezio, D. Hancock, D. Harding, T. Herring, B. Minster, K. Quinn, S. Palm, J. Spinhirne and R. Thomas, ICESat's laser measurements of polar ice, atmosphere, ocean, and land, Journal of Geodynamics, 10.1016/S0264-3707(02)00042-X, 34, 3-4, (405-445), (2002).
- M. Rodell and J.S. Famiglietti, The potential for satellite-based monitoring of groundwater storage changes using GRACE: the High Plains aquifer, Central US, Journal of Hydrology, 10.1016/S0022-1694(02)00060-4, 263, 1-4, (245-256), (2002).
- Xiaoping Wu, Michael M. Watkins, Erik R. Ivins, Ronald Kwok, Ping Wang and John M. Wahr, Toward global inverse solutions for current and past ice mass variations: Contribution of secular satellite gravity and topography change measurements, Journal of Geophysical Research: Solid Earth, 107, B11, (ETG 9-1-ETG 9-11), (2002).
- Isabella Velicogna and John Wahr, A method for separating Antarctic postglacial rebound and ice mass balance using future ICESat Geoscience Laser Altimeter System, Gravity Recovery and Climate Experiment, and GPS satellite data, Journal of Geophysical Research: Solid Earth, 107, B10, (ETG 20-1-ETG 20-11), (2002).
- Dale P. Winebrenner, Robert J. Arthern and Christopher A. Shuman, Mapping Greenland accumulation rates using observations of thermal emission at 4.5‐cm wavelength, Journal of Geophysical Research: Atmospheres, 106, D24, (33919-33934), (2001).
- , Mass balance of the Antarctic Ice Sheet from 1992 to 2017, Nature, 10.1038/s41586-018-0179-y, (2018).
- Pippa L. Whitehouse, Glacial isostatic adjustment modelling: historical perspectives, recent advances, and future directions, Earth Surface Dynamics, 10.5194/esurf-6-401-2018, 6, 2, (401-429), (2018).
- J. Ran, P. Ditmar, R. Klees and H. H. Farahani, Statistically optimal estimation of Greenland Ice Sheet mass variations from GRACE monthly solutions using an improved mascon approach, Journal of Geodesy, 10.1007/s00190-017-1063-5, (2017).
- Renli Liu, Jiancheng Li, Hok Fok, C.K. Shum and Zhao Li, Earth Surface Deformation in the North China Plain Detected by Joint Analysis of GRACE and GPS Data, Sensors, 10.3390/s141019861, 14, 10, (19861-19876), (2014).




