Uncertainty estimates of a GRACE inversion modelling technique over Greenland using a simulation

The low spatial resolution of GRACE causes leakage, where signals in one location spread out into nearby regions. Because of this leakage, using simple techniques such as basin averages may result in an incorrect estimate of the true mass change in a region. A fairly simple least squares inversion t...

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Published in:Geophysical Journal International
Main Authors: Bonin, Jennifer, Chambers, Don
Format: Text
Language:English
Published: Oxford University Press 2013
Subjects:
Online Access:http://gji.oxfordjournals.org/cgi/content/short/194/1/212
https://doi.org/10.1093/gji/ggt091
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spelling fthighwire:oai:open-archive.highwire.org:gji:194/1/212 2023-05-15T15:35:36+02:00 Uncertainty estimates of a GRACE inversion modelling technique over Greenland using a simulation Bonin, Jennifer Chambers, Don 2013-07-01 00:00:00.0 text/html http://gji.oxfordjournals.org/cgi/content/short/194/1/212 https://doi.org/10.1093/gji/ggt091 en eng Oxford University Press http://gji.oxfordjournals.org/cgi/content/short/194/1/212 http://dx.doi.org/10.1093/gji/ggt091 Copyright (C) 2013, Oxford University Press Gravity geodesy and tides TEXT 2013 fthighwire https://doi.org/10.1093/gji/ggt091 2018-04-07T06:30:16Z The low spatial resolution of GRACE causes leakage, where signals in one location spread out into nearby regions. Because of this leakage, using simple techniques such as basin averages may result in an incorrect estimate of the true mass change in a region. A fairly simple least squares inversion technique can be used to more specifically localize mass changes into a pre-determined set of basins of uniform internal mass distribution. However, the accuracy of these higher resolution basin mass amplitudes has not been determined, nor is it known how the distribution of the chosen basins affects the results. We use a simple ‘truth’ model over Greenland as an example case, to estimate the uncertainties of this inversion method and expose those design parameters which may result in an incorrect high-resolution mass distribution. We determine that an appropriate level of smoothing (300–400 km) and process noise (0.30 cm2 of water) gets the best results. The trends of the Greenland internal basins and Iceland can be reasonably estimated with this method, with average systematic errors of 3.5 cm yr−1 per basin. The largest mass losses found from GRACE RL04 occur in the coastal northwest (−19.9 and −33.0 cm yr−1) and southeast (−24.2 and −27.9 cm yr−1), with small mass gains (+1.4 to +7.7 cm yr−1) found across the northern interior. Acceleration of mass change is measurable at the 95 per cent confidence level in four northwestern basins, but not elsewhere in Greenland. Due to an insufficiently detailed distribution of basins across internal Canada, the trend estimates of Baffin and Ellesmere Islands are expected to be incorrect due to systematic errors caused by the inversion technique. Text Baffin Greenland Iceland HighWire Press (Stanford University) Canada Greenland Geophysical Journal International 194 1 212 229
institution Open Polar
collection HighWire Press (Stanford University)
op_collection_id fthighwire
language English
topic Gravity
geodesy and tides
spellingShingle Gravity
geodesy and tides
Bonin, Jennifer
Chambers, Don
Uncertainty estimates of a GRACE inversion modelling technique over Greenland using a simulation
topic_facet Gravity
geodesy and tides
description The low spatial resolution of GRACE causes leakage, where signals in one location spread out into nearby regions. Because of this leakage, using simple techniques such as basin averages may result in an incorrect estimate of the true mass change in a region. A fairly simple least squares inversion technique can be used to more specifically localize mass changes into a pre-determined set of basins of uniform internal mass distribution. However, the accuracy of these higher resolution basin mass amplitudes has not been determined, nor is it known how the distribution of the chosen basins affects the results. We use a simple ‘truth’ model over Greenland as an example case, to estimate the uncertainties of this inversion method and expose those design parameters which may result in an incorrect high-resolution mass distribution. We determine that an appropriate level of smoothing (300–400 km) and process noise (0.30 cm2 of water) gets the best results. The trends of the Greenland internal basins and Iceland can be reasonably estimated with this method, with average systematic errors of 3.5 cm yr−1 per basin. The largest mass losses found from GRACE RL04 occur in the coastal northwest (−19.9 and −33.0 cm yr−1) and southeast (−24.2 and −27.9 cm yr−1), with small mass gains (+1.4 to +7.7 cm yr−1) found across the northern interior. Acceleration of mass change is measurable at the 95 per cent confidence level in four northwestern basins, but not elsewhere in Greenland. Due to an insufficiently detailed distribution of basins across internal Canada, the trend estimates of Baffin and Ellesmere Islands are expected to be incorrect due to systematic errors caused by the inversion technique.
format Text
author Bonin, Jennifer
Chambers, Don
author_facet Bonin, Jennifer
Chambers, Don
author_sort Bonin, Jennifer
title Uncertainty estimates of a GRACE inversion modelling technique over Greenland using a simulation
title_short Uncertainty estimates of a GRACE inversion modelling technique over Greenland using a simulation
title_full Uncertainty estimates of a GRACE inversion modelling technique over Greenland using a simulation
title_fullStr Uncertainty estimates of a GRACE inversion modelling technique over Greenland using a simulation
title_full_unstemmed Uncertainty estimates of a GRACE inversion modelling technique over Greenland using a simulation
title_sort uncertainty estimates of a grace inversion modelling technique over greenland using a simulation
publisher Oxford University Press
publishDate 2013
url http://gji.oxfordjournals.org/cgi/content/short/194/1/212
https://doi.org/10.1093/gji/ggt091
geographic Canada
Greenland
geographic_facet Canada
Greenland
genre Baffin
Greenland
Iceland
genre_facet Baffin
Greenland
Iceland
op_relation http://gji.oxfordjournals.org/cgi/content/short/194/1/212
http://dx.doi.org/10.1093/gji/ggt091
op_rights Copyright (C) 2013, Oxford University Press
op_doi https://doi.org/10.1093/gji/ggt091
container_title Geophysical Journal International
container_volume 194
container_issue 1
container_start_page 212
op_container_end_page 229
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