Glacial-cycle simulations of the Antarctic Ice Sheet with the Parallel Ice Sheet Model (PISM) – Part 2: Parameter ensemble analysis

The Parallel Ice Sheet Model (PISM) is applied to the Antarctic Ice Sheet over the last two glacial cycles (≈210 000 years) with a resolution of 16 km. An ensemble of 256 model runs is analyzed in which four relevant model parameters have been systematically varied using full-factorial parameter sam...

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Main Authors: Albrecht, Torsten, Winkelmann, Ricarda, Levermann, Anders
Format: Article in Journal/Newspaper
Language:English
Published: Katlenburg-Lindau : Copernicus 2020
Subjects:
910
Online Access:https://oa.tib.eu/renate/handle/123456789/10022
https://doi.org/10.34657/9060
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spelling ftleibnizopen:oai:oai.leibnizopen.de:Qu9p6YoBg80Wlv1862ml 2023-10-29T02:31:11+01:00 Glacial-cycle simulations of the Antarctic Ice Sheet with the Parallel Ice Sheet Model (PISM) – Part 2: Parameter ensemble analysis Albrecht, Torsten Winkelmann, Ricarda Levermann, Anders 2020 application/pdf https://oa.tib.eu/renate/handle/123456789/10022 https://doi.org/10.34657/9060 eng eng Katlenburg-Lindau : Copernicus CC BY 4.0 Unported https://creativecommons.org/licenses/by/4.0/ The Cryosphere : TC 14 (2020), Nr. 2 glacial-interglacial cycle last deglaciation Last Glacial Maximum meltwater parameter estimation 910 article Text 2020 ftleibnizopen https://doi.org/10.34657/9060 2023-10-01T23:11:08Z The Parallel Ice Sheet Model (PISM) is applied to the Antarctic Ice Sheet over the last two glacial cycles (≈210 000 years) with a resolution of 16 km. An ensemble of 256 model runs is analyzed in which four relevant model parameters have been systematically varied using full-factorial parameter sampling. Parameters and plausible parameter ranges have been identified in a companion paper (Albrecht et al., 2020) and are associated with ice dynamics, climatic forcing, basal sliding and bed deformation and represent distinct classes of model uncertainties. The model is scored against both modern and geologic data, including reconstructed grounding-line locations, elevation–age data, ice thickness, surface velocities and uplift rates. An aggregated score is computed for each ensemble member that measures the overall model–data misfit, including measurement uncertainty in terms of a Gaussian error model (Briggs and Tarasov, 2013). The statistical method used to analyze the ensemble simulation results follows closely the simple averaging method described in Pollard et al. (2016). This analysis reveals clusters of best-fit parameter combinations, and hence a likely range of relevant model and boundary parameters, rather than individual best-fit parameters. The ensemble of reconstructed histories of Antarctic Ice Sheet volumes provides a score-weighted likely range of sea-level contributions since the Last Glacial Maximum (LGM) of 9.4±4.1 m (or 6.5±2.0×106km3 ), which is at the upper range of most previous studies. The last deglaciation occurs in all ensemble simulations after around 12 000 years before present and hence after the meltwater pulse 1A (MWP1a). Our ensemble analysis also provides an estimate of parametric uncertainty bounds for the present-day state that can be used for PISM projections of future sea-level contributions from the Antarctic Ice Sheet. publishedVersion Article in Journal/Newspaper Antarc* Antarctic Ice Sheet The Cryosphere LeibnizOpen (The Leibniz Association)
institution Open Polar
collection LeibnizOpen (The Leibniz Association)
op_collection_id ftleibnizopen
language English
topic glacial-interglacial cycle
last deglaciation
Last Glacial Maximum
meltwater
parameter estimation
910
spellingShingle glacial-interglacial cycle
last deglaciation
Last Glacial Maximum
meltwater
parameter estimation
910
Albrecht, Torsten
Winkelmann, Ricarda
Levermann, Anders
Glacial-cycle simulations of the Antarctic Ice Sheet with the Parallel Ice Sheet Model (PISM) – Part 2: Parameter ensemble analysis
topic_facet glacial-interglacial cycle
last deglaciation
Last Glacial Maximum
meltwater
parameter estimation
910
description The Parallel Ice Sheet Model (PISM) is applied to the Antarctic Ice Sheet over the last two glacial cycles (≈210 000 years) with a resolution of 16 km. An ensemble of 256 model runs is analyzed in which four relevant model parameters have been systematically varied using full-factorial parameter sampling. Parameters and plausible parameter ranges have been identified in a companion paper (Albrecht et al., 2020) and are associated with ice dynamics, climatic forcing, basal sliding and bed deformation and represent distinct classes of model uncertainties. The model is scored against both modern and geologic data, including reconstructed grounding-line locations, elevation–age data, ice thickness, surface velocities and uplift rates. An aggregated score is computed for each ensemble member that measures the overall model–data misfit, including measurement uncertainty in terms of a Gaussian error model (Briggs and Tarasov, 2013). The statistical method used to analyze the ensemble simulation results follows closely the simple averaging method described in Pollard et al. (2016). This analysis reveals clusters of best-fit parameter combinations, and hence a likely range of relevant model and boundary parameters, rather than individual best-fit parameters. The ensemble of reconstructed histories of Antarctic Ice Sheet volumes provides a score-weighted likely range of sea-level contributions since the Last Glacial Maximum (LGM) of 9.4±4.1 m (or 6.5±2.0×106km3 ), which is at the upper range of most previous studies. The last deglaciation occurs in all ensemble simulations after around 12 000 years before present and hence after the meltwater pulse 1A (MWP1a). Our ensemble analysis also provides an estimate of parametric uncertainty bounds for the present-day state that can be used for PISM projections of future sea-level contributions from the Antarctic Ice Sheet. publishedVersion
format Article in Journal/Newspaper
author Albrecht, Torsten
Winkelmann, Ricarda
Levermann, Anders
author_facet Albrecht, Torsten
Winkelmann, Ricarda
Levermann, Anders
author_sort Albrecht, Torsten
title Glacial-cycle simulations of the Antarctic Ice Sheet with the Parallel Ice Sheet Model (PISM) – Part 2: Parameter ensemble analysis
title_short Glacial-cycle simulations of the Antarctic Ice Sheet with the Parallel Ice Sheet Model (PISM) – Part 2: Parameter ensemble analysis
title_full Glacial-cycle simulations of the Antarctic Ice Sheet with the Parallel Ice Sheet Model (PISM) – Part 2: Parameter ensemble analysis
title_fullStr Glacial-cycle simulations of the Antarctic Ice Sheet with the Parallel Ice Sheet Model (PISM) – Part 2: Parameter ensemble analysis
title_full_unstemmed Glacial-cycle simulations of the Antarctic Ice Sheet with the Parallel Ice Sheet Model (PISM) – Part 2: Parameter ensemble analysis
title_sort glacial-cycle simulations of the antarctic ice sheet with the parallel ice sheet model (pism) – part 2: parameter ensemble analysis
publisher Katlenburg-Lindau : Copernicus
publishDate 2020
url https://oa.tib.eu/renate/handle/123456789/10022
https://doi.org/10.34657/9060
genre Antarc*
Antarctic
Ice Sheet
The Cryosphere
genre_facet Antarc*
Antarctic
Ice Sheet
The Cryosphere
op_source The Cryosphere : TC 14 (2020), Nr. 2
op_rights CC BY 4.0 Unported
https://creativecommons.org/licenses/by/4.0/
op_doi https://doi.org/10.34657/9060
_version_ 1781067041357168640