Separating Long-Term and Short-Term Mass Changes of Antarctic Ice Drainage Basins: A Coupled State Space Analysis of Satellite Observations and Model Products

Satellite gravimetry and altimetry measurements record gravity and elevation changes, respectively, which are useful for determining mass and volume change of the Antarctic Ice Sheet. Common methods employ products from regional climate modeling and firn modeling to aid interpretation and to link vo...

Full description

Bibliographic Details
Published in:Journal of Geophysical Research: Earth Surface
Main Authors: Willen, M.O. (author), Broerse, T. (author), Groh, A. (author), Wouters, B. (author), Kuipers Munneke, P. (author), Horwath, M. (author), van den Broeke, M.R. (author), Schröder, L. (author)
Format: Article in Journal/Newspaper
Language:English
Published: 2021
Subjects:
Online Access:http://resolver.tudelft.nl/uuid:35d92117-c72c-4ae3-8750-65766b54ed5b
https://doi.org/10.1029/2020JF005966
id fttudelft:oai:tudelft.nl:uuid:35d92117-c72c-4ae3-8750-65766b54ed5b
record_format openpolar
spelling fttudelft:oai:tudelft.nl:uuid:35d92117-c72c-4ae3-8750-65766b54ed5b 2024-02-11T09:57:32+01:00 Separating Long-Term and Short-Term Mass Changes of Antarctic Ice Drainage Basins: A Coupled State Space Analysis of Satellite Observations and Model Products Willen, M.O. (author) Broerse, T. (author) Groh, A. (author) Wouters, B. (author) Kuipers Munneke, P. (author) Horwath, M. (author) van den Broeke, M.R. (author) Schröder, L. (author) 2021 http://resolver.tudelft.nl/uuid:35d92117-c72c-4ae3-8750-65766b54ed5b https://doi.org/10.1029/2020JF005966 en eng http://www.scopus.com/inward/record.url?scp=85108604668&partnerID=8YFLogxK Journal of Geophysical Research: Earth Surface--2169-9003--09817ce3-bc06-41ae-8157-80cceb299ef7 http://resolver.tudelft.nl/uuid:35d92117-c72c-4ae3-8750-65766b54ed5b https://doi.org/10.1029/2020JF005966 © 2021 M.O. Willen, T. Broerse, A. Groh, B. Wouters, P. Kuipers Munneke, M. Horwath, M.R. van den Broeke, L. Schröder Antarctica GRACE mass changes satellite altimetry state space filtering journal article 2021 fttudelft https://doi.org/10.1029/2020JF005966 2024-01-24T23:31:58Z Satellite gravimetry and altimetry measurements record gravity and elevation changes, respectively, which are useful for determining mass and volume change of the Antarctic Ice Sheet. Common methods employ products from regional climate modeling and firn modeling to aid interpretation and to link volume changes to mass changes. Estimating deterministic parameters over defined time periods is a conventional way to evaluate those changes. To overcome limitations of deterministic analyses with respect to time-variable signals, we have developed a state-space model framework. Therein, we jointly evaluate four mass and volume data sets by coupling of temporal signal variations. We identify long-term signals of ice drainage basins that are observed by the satellite gravimetry mission GRACE and several satellite altimetry missions from April 2002 until August 2016. The degree to which we can separate long-term and short-term variations strongly depends on the similarity of the mass and volume change time series. For the drainage system of the Pine Island Glacier (West Antarctica), our results show noticeable variations of the long-term trend with an acceleration of the contribution of ice dynamics to the mass balance from −11 ± 8 to −58 ± 8 Gt a −1 . Our results in Dronning Maud Land (East Antarctica) show a positive long-term contribution to the mass balance at almost a constant rate. The presented approach can fit time-variable changes without artificial selection of periods of interest. Furthermore, because we only enforce common long-term time variations between mass and volume data, differences in mean trend rates help to uncover model discrepancies. Physical and Space Geodesy Article in Journal/Newspaper Antarc* Antarctic Antarctica Dronning Maud Land East Antarctica Ice Sheet Pine Island Pine Island Glacier West Antarctica Delft University of Technology: Institutional Repository Antarctic Dronning Maud Land East Antarctica Pine Island Glacier ENVELOPE(-101.000,-101.000,-75.000,-75.000) The Antarctic West Antarctica Journal of Geophysical Research: Earth Surface 126 6
institution Open Polar
collection Delft University of Technology: Institutional Repository
op_collection_id fttudelft
language English
topic Antarctica
GRACE
mass changes
satellite altimetry
state space filtering
spellingShingle Antarctica
GRACE
mass changes
satellite altimetry
state space filtering
Willen, M.O. (author)
Broerse, T. (author)
Groh, A. (author)
Wouters, B. (author)
Kuipers Munneke, P. (author)
Horwath, M. (author)
van den Broeke, M.R. (author)
Schröder, L. (author)
Separating Long-Term and Short-Term Mass Changes of Antarctic Ice Drainage Basins: A Coupled State Space Analysis of Satellite Observations and Model Products
topic_facet Antarctica
GRACE
mass changes
satellite altimetry
state space filtering
description Satellite gravimetry and altimetry measurements record gravity and elevation changes, respectively, which are useful for determining mass and volume change of the Antarctic Ice Sheet. Common methods employ products from regional climate modeling and firn modeling to aid interpretation and to link volume changes to mass changes. Estimating deterministic parameters over defined time periods is a conventional way to evaluate those changes. To overcome limitations of deterministic analyses with respect to time-variable signals, we have developed a state-space model framework. Therein, we jointly evaluate four mass and volume data sets by coupling of temporal signal variations. We identify long-term signals of ice drainage basins that are observed by the satellite gravimetry mission GRACE and several satellite altimetry missions from April 2002 until August 2016. The degree to which we can separate long-term and short-term variations strongly depends on the similarity of the mass and volume change time series. For the drainage system of the Pine Island Glacier (West Antarctica), our results show noticeable variations of the long-term trend with an acceleration of the contribution of ice dynamics to the mass balance from −11 ± 8 to −58 ± 8 Gt a −1 . Our results in Dronning Maud Land (East Antarctica) show a positive long-term contribution to the mass balance at almost a constant rate. The presented approach can fit time-variable changes without artificial selection of periods of interest. Furthermore, because we only enforce common long-term time variations between mass and volume data, differences in mean trend rates help to uncover model discrepancies. Physical and Space Geodesy
format Article in Journal/Newspaper
author Willen, M.O. (author)
Broerse, T. (author)
Groh, A. (author)
Wouters, B. (author)
Kuipers Munneke, P. (author)
Horwath, M. (author)
van den Broeke, M.R. (author)
Schröder, L. (author)
author_facet Willen, M.O. (author)
Broerse, T. (author)
Groh, A. (author)
Wouters, B. (author)
Kuipers Munneke, P. (author)
Horwath, M. (author)
van den Broeke, M.R. (author)
Schröder, L. (author)
author_sort Willen, M.O. (author)
title Separating Long-Term and Short-Term Mass Changes of Antarctic Ice Drainage Basins: A Coupled State Space Analysis of Satellite Observations and Model Products
title_short Separating Long-Term and Short-Term Mass Changes of Antarctic Ice Drainage Basins: A Coupled State Space Analysis of Satellite Observations and Model Products
title_full Separating Long-Term and Short-Term Mass Changes of Antarctic Ice Drainage Basins: A Coupled State Space Analysis of Satellite Observations and Model Products
title_fullStr Separating Long-Term and Short-Term Mass Changes of Antarctic Ice Drainage Basins: A Coupled State Space Analysis of Satellite Observations and Model Products
title_full_unstemmed Separating Long-Term and Short-Term Mass Changes of Antarctic Ice Drainage Basins: A Coupled State Space Analysis of Satellite Observations and Model Products
title_sort separating long-term and short-term mass changes of antarctic ice drainage basins: a coupled state space analysis of satellite observations and model products
publishDate 2021
url http://resolver.tudelft.nl/uuid:35d92117-c72c-4ae3-8750-65766b54ed5b
https://doi.org/10.1029/2020JF005966
long_lat ENVELOPE(-101.000,-101.000,-75.000,-75.000)
geographic Antarctic
Dronning Maud Land
East Antarctica
Pine Island Glacier
The Antarctic
West Antarctica
geographic_facet Antarctic
Dronning Maud Land
East Antarctica
Pine Island Glacier
The Antarctic
West Antarctica
genre Antarc*
Antarctic
Antarctica
Dronning Maud Land
East Antarctica
Ice Sheet
Pine Island
Pine Island Glacier
West Antarctica
genre_facet Antarc*
Antarctic
Antarctica
Dronning Maud Land
East Antarctica
Ice Sheet
Pine Island
Pine Island Glacier
West Antarctica
op_relation http://www.scopus.com/inward/record.url?scp=85108604668&partnerID=8YFLogxK
Journal of Geophysical Research: Earth Surface--2169-9003--09817ce3-bc06-41ae-8157-80cceb299ef7
http://resolver.tudelft.nl/uuid:35d92117-c72c-4ae3-8750-65766b54ed5b
https://doi.org/10.1029/2020JF005966
op_rights © 2021 M.O. Willen, T. Broerse, A. Groh, B. Wouters, P. Kuipers Munneke, M. Horwath, M.R. van den Broeke, L. Schröder
op_doi https://doi.org/10.1029/2020JF005966
container_title Journal of Geophysical Research: Earth Surface
container_volume 126
container_issue 6
_version_ 1790593069642416128