Optimal mascon geometry in estimating mass anomalies within Greenland from GRACE

The mascon approach is a well-known technique to estimate mass anomalies in Greenland using GRACE satellite gravity data. It partitions the area of interest into laterally-homogeneous patches (mascons). An important aspect of the mascon approach is the chosen geometry of mascons. So far, its impact...

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Published in:Geophysical Journal International
Main Authors: Ran, J. (author), Ditmar, P.G. (author), Klees, R. (author)
Format: Article in Journal/Newspaper
Language:English
Published: 2018
Subjects:
Online Access:http://resolver.tudelft.nl/uuid:ffe4b8c7-90b5-4027-b5ef-14ede49302cb
https://doi.org/10.1093/gji/ggy242
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spelling fttudelft:oai:tudelft.nl:uuid:ffe4b8c7-90b5-4027-b5ef-14ede49302cb 2024-04-28T08:21:16+00:00 Optimal mascon geometry in estimating mass anomalies within Greenland from GRACE Ran, J. (author) Ditmar, P.G. (author) Klees, R. (author) 2018-09 http://resolver.tudelft.nl/uuid:ffe4b8c7-90b5-4027-b5ef-14ede49302cb https://doi.org/10.1093/gji/ggy242 en eng Geophysical Journal International--0956-540X--cbd959a4-95fa-4b5e-aa95-5b979be9e365 http://resolver.tudelft.nl/uuid:ffe4b8c7-90b5-4027-b5ef-14ede49302cb https://doi.org/10.1093/gji/ggy242 © 2018 J. Ran, P.G. Ditmar, R. Klees Gravity anomalies and Earth structure Global change from geodesy Satellite gravity journal article 2018 fttudelft https://doi.org/10.1093/gji/ggy242 2024-04-09T23:51:20Z The mascon approach is a well-known technique to estimate mass anomalies in Greenland using GRACE satellite gravity data. It partitions the area of interest into laterally-homogeneous patches (mascons). An important aspect of the mascon approach is the chosen geometry of mascons. So far, its impact has not been fully understood. In this study, we use a full-scale numerical study and real data analysis to identify the optimal strategy (primarily, the size of the mascons) for the extrac- tion of mass anomalies over the Greenland drainage systems from GRACE monthly solutions. We use ordinary and weighted least-squares techniques to estimate the mascon parameters. The weighted least-squares estimator uses the full noise covari- ance matrices of monthly GRACE models, i.e. is designed to suppress random noise in the estimates. In addition, the zero-order Tikhonov regularization is applied. Four types of quantities of interest, which are associated with di erent temporal scales, are investigated in this study: monthly mass anomalies, mean mass anomalies per calendar month, inter-annual mass variations, and long-term linear trends. We show that the dominant error sources are random errors and parameterization (model) errors, as well as the bias introduced by the regularization. Errors in long-term lin- ear trend estimates are dominated by parameterization errors, whereas the role of random errors increases with the decreasing temporal scale. The best solutions are Downloaded from https://academic.oup.com/gji/advance-article-abstract/doi/10.1093/gji/ggy242/5040767 by guest on 05 July 2018 2 J. Ran, P. Ditmar and R. Klees obtained when the territory of Greenland is split into at least 23 mascons (the area of each one being 90; 000 km2). The usage of smaller mascons does not worsen the solutions in most cases, which is explained by the application of the regularization. Usage of larger mascons leads in most cases to inferior results due to the impact of parameterization errors. The application of the weighted least-squares ... Article in Journal/Newspaper Greenland Delft University of Technology: Institutional Repository Geophysical Journal International 214 3 2133 2150
institution Open Polar
collection Delft University of Technology: Institutional Repository
op_collection_id fttudelft
language English
topic Gravity anomalies and Earth structure
Global change from geodesy
Satellite gravity
spellingShingle Gravity anomalies and Earth structure
Global change from geodesy
Satellite gravity
Ran, J. (author)
Ditmar, P.G. (author)
Klees, R. (author)
Optimal mascon geometry in estimating mass anomalies within Greenland from GRACE
topic_facet Gravity anomalies and Earth structure
Global change from geodesy
Satellite gravity
description The mascon approach is a well-known technique to estimate mass anomalies in Greenland using GRACE satellite gravity data. It partitions the area of interest into laterally-homogeneous patches (mascons). An important aspect of the mascon approach is the chosen geometry of mascons. So far, its impact has not been fully understood. In this study, we use a full-scale numerical study and real data analysis to identify the optimal strategy (primarily, the size of the mascons) for the extrac- tion of mass anomalies over the Greenland drainage systems from GRACE monthly solutions. We use ordinary and weighted least-squares techniques to estimate the mascon parameters. The weighted least-squares estimator uses the full noise covari- ance matrices of monthly GRACE models, i.e. is designed to suppress random noise in the estimates. In addition, the zero-order Tikhonov regularization is applied. Four types of quantities of interest, which are associated with di erent temporal scales, are investigated in this study: monthly mass anomalies, mean mass anomalies per calendar month, inter-annual mass variations, and long-term linear trends. We show that the dominant error sources are random errors and parameterization (model) errors, as well as the bias introduced by the regularization. Errors in long-term lin- ear trend estimates are dominated by parameterization errors, whereas the role of random errors increases with the decreasing temporal scale. The best solutions are Downloaded from https://academic.oup.com/gji/advance-article-abstract/doi/10.1093/gji/ggy242/5040767 by guest on 05 July 2018 2 J. Ran, P. Ditmar and R. Klees obtained when the territory of Greenland is split into at least 23 mascons (the area of each one being 90; 000 km2). The usage of smaller mascons does not worsen the solutions in most cases, which is explained by the application of the regularization. Usage of larger mascons leads in most cases to inferior results due to the impact of parameterization errors. The application of the weighted least-squares ...
format Article in Journal/Newspaper
author Ran, J. (author)
Ditmar, P.G. (author)
Klees, R. (author)
author_facet Ran, J. (author)
Ditmar, P.G. (author)
Klees, R. (author)
author_sort Ran, J. (author)
title Optimal mascon geometry in estimating mass anomalies within Greenland from GRACE
title_short Optimal mascon geometry in estimating mass anomalies within Greenland from GRACE
title_full Optimal mascon geometry in estimating mass anomalies within Greenland from GRACE
title_fullStr Optimal mascon geometry in estimating mass anomalies within Greenland from GRACE
title_full_unstemmed Optimal mascon geometry in estimating mass anomalies within Greenland from GRACE
title_sort optimal mascon geometry in estimating mass anomalies within greenland from grace
publishDate 2018
url http://resolver.tudelft.nl/uuid:ffe4b8c7-90b5-4027-b5ef-14ede49302cb
https://doi.org/10.1093/gji/ggy242
genre Greenland
genre_facet Greenland
op_relation Geophysical Journal International--0956-540X--cbd959a4-95fa-4b5e-aa95-5b979be9e365
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https://doi.org/10.1093/gji/ggy242
op_rights © 2018 J. Ran, P.G. Ditmar, R. Klees
op_doi https://doi.org/10.1093/gji/ggy242
container_title Geophysical Journal International
container_volume 214
container_issue 3
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