GRACE-derived linear and non-linear secular mass variations over Greenland

In the past, GRACE (Gravity Recovery and Climate Experiment) monthly gravity field solutions have mainly been exploited to derive secular and seasonal mass changes on the Earth’s surface. After seven years in operational mode, the satellite mission makes accelerated and decelerated mass variations d...

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Main Authors: Baur, O., Kuhn, Michael, Featherstone, Will
Other Authors: Sneeuw, N., Novák, P., Crespi, M., Sansò, F.
Format: Conference Object
Language:unknown
Published: Springer 2012
Subjects:
Online Access:https://hdl.handle.net/20.500.11937/23733
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spelling ftcurtin:oai:espace.curtin.edu.au:20.500.11937/23733 2023-06-11T04:12:07+02:00 GRACE-derived linear and non-linear secular mass variations over Greenland Baur, O. Kuhn, Michael Featherstone, Will Sneeuw, N. Novák, P. Crespi, M. Sansò, F. 2012 restricted https://hdl.handle.net/20.500.11937/23733 unknown Springer http://hdl.handle.net/20.500.11937/23733 time-series information criteria trend estimation ice-mass balance Satellite gravimetry Conference Paper 2012 ftcurtin https://doi.org/20.500.11937/23733 2023-05-30T19:32:26Z In the past, GRACE (Gravity Recovery and Climate Experiment) monthly gravity field solutions have mainly been exploited to derive secular and seasonal mass changes on the Earth’s surface. After seven years in operational mode, the satellite mission makes accelerated and decelerated mass variations detectable. Here we investigate the temporal characteristics of secular trends by fitting both linear and higher-order polynomials to the mass-change time-series. Our findings have been derived from GRACE gravity field time-series provided by CSR, GFZ and JPL. As a case study, we look at recent ice-mass variations over Greenland. Based on various model selection criteria (Akaike and Bayesian information criterion, cross-validation, hypotheses testing), our investigations show that linear regression is unable to describe recent deglaciation. Instead, the secular trend is best represented by a secondorder polynomial, confirming accelerated deglaciation of the Greenland ice sheets, which increased by 250% between April 2002 and March 2009. Conference Object Greenland Curtin University: espace Greenland
institution Open Polar
collection Curtin University: espace
op_collection_id ftcurtin
language unknown
topic time-series
information criteria
trend estimation
ice-mass balance
Satellite gravimetry
spellingShingle time-series
information criteria
trend estimation
ice-mass balance
Satellite gravimetry
Baur, O.
Kuhn, Michael
Featherstone, Will
GRACE-derived linear and non-linear secular mass variations over Greenland
topic_facet time-series
information criteria
trend estimation
ice-mass balance
Satellite gravimetry
description In the past, GRACE (Gravity Recovery and Climate Experiment) monthly gravity field solutions have mainly been exploited to derive secular and seasonal mass changes on the Earth’s surface. After seven years in operational mode, the satellite mission makes accelerated and decelerated mass variations detectable. Here we investigate the temporal characteristics of secular trends by fitting both linear and higher-order polynomials to the mass-change time-series. Our findings have been derived from GRACE gravity field time-series provided by CSR, GFZ and JPL. As a case study, we look at recent ice-mass variations over Greenland. Based on various model selection criteria (Akaike and Bayesian information criterion, cross-validation, hypotheses testing), our investigations show that linear regression is unable to describe recent deglaciation. Instead, the secular trend is best represented by a secondorder polynomial, confirming accelerated deglaciation of the Greenland ice sheets, which increased by 250% between April 2002 and March 2009.
author2 Sneeuw, N.
Novák, P.
Crespi, M.
Sansò, F.
format Conference Object
author Baur, O.
Kuhn, Michael
Featherstone, Will
author_facet Baur, O.
Kuhn, Michael
Featherstone, Will
author_sort Baur, O.
title GRACE-derived linear and non-linear secular mass variations over Greenland
title_short GRACE-derived linear and non-linear secular mass variations over Greenland
title_full GRACE-derived linear and non-linear secular mass variations over Greenland
title_fullStr GRACE-derived linear and non-linear secular mass variations over Greenland
title_full_unstemmed GRACE-derived linear and non-linear secular mass variations over Greenland
title_sort grace-derived linear and non-linear secular mass variations over greenland
publisher Springer
publishDate 2012
url https://hdl.handle.net/20.500.11937/23733
geographic Greenland
geographic_facet Greenland
genre Greenland
genre_facet Greenland
op_relation http://hdl.handle.net/20.500.11937/23733
op_doi https://doi.org/20.500.11937/23733
_version_ 1768387755596840960