Dynamical stability indicator based on autoregressive moving-average models : critical transitions and the Atlantic meridional overturning circulation
Abstract: A statistical indicator for dynamic stability, known as the Upsilon indicator, is used to gauge the stability and, hence, detect approaching tipping points of simulation data from a reduced five-box model of the North Atlantic Meridional Overturning Circulation (AMOC) exposed to a time-dep...
Published in: | Chaos: An Interdisciplinary Journal of Nonlinear Science |
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ftunivantwerpen:c:irua:192769 2024-11-03T14:55:59+00:00 Dynamical stability indicator based on autoregressive moving-average models : critical transitions and the Atlantic meridional overturning circulation Rodal, Marie Krumscheid, Sebastian Madan, Gaurav LaCasce, Joseph Henry Vercauteren, Nikki 2022 https://hdl.handle.net/10067/1927690151162165141 https://repository.uantwerpen.be/docstore/d:irua:15681 eng eng info:eu-repo/semantics/altIdentifier/doi/10.1063/5.0089694 info:eu-repo/semantics/altIdentifier/isi/000889088200001 info:eu-repo/semantics/openAccess 1054-1500 Chaos: an interdisciplinary journal of nonlinear science Mathematics Physics info:eu-repo/semantics/article 2022 ftunivantwerpen https://doi.org/10.1063/5.0089694 2024-10-08T14:15:58Z Abstract: A statistical indicator for dynamic stability, known as the Upsilon indicator, is used to gauge the stability and, hence, detect approaching tipping points of simulation data from a reduced five-box model of the North Atlantic Meridional Overturning Circulation (AMOC) exposed to a time-dependent hosing function. The hosing function simulates the influx of fresh water due to the melting of the Greenland ice sheet and increased precipitation in the North Atlantic. The Upsilon indicator is designed to detect changes in the memory properties of the dynamics and is based on fitting auto-regressive moving-average models in a sliding window approach to time series data. An increase in memory properties is interpreted as a sign of dynamical instability. The performance of the indicator is tested on time series subject to different types of tipping, namely, bifurcation-induced, noise-induced, and rate-induced tipping. The numerical analysis shows that the indicator indeed responds to the different types of induced instabilities. Finally, the indicator is applied to two AMOC time series from a full complexity Earth systems model (CESM2). Compared with the doubling CO2 scenario, the quadrupling CO2 scenario results in stronger dynamical instability of the AMOC during its weakening phase. Published under an exclusive license by AIP Publishing. Article in Journal/Newspaper Greenland Ice Sheet North Atlantic IRUA - Institutional Repository van de Universiteit Antwerpen Greenland Chaos: An Interdisciplinary Journal of Nonlinear Science 32 11 113139 |
institution |
Open Polar |
collection |
IRUA - Institutional Repository van de Universiteit Antwerpen |
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ftunivantwerpen |
language |
English |
topic |
Mathematics Physics |
spellingShingle |
Mathematics Physics Rodal, Marie Krumscheid, Sebastian Madan, Gaurav LaCasce, Joseph Henry Vercauteren, Nikki Dynamical stability indicator based on autoregressive moving-average models : critical transitions and the Atlantic meridional overturning circulation |
topic_facet |
Mathematics Physics |
description |
Abstract: A statistical indicator for dynamic stability, known as the Upsilon indicator, is used to gauge the stability and, hence, detect approaching tipping points of simulation data from a reduced five-box model of the North Atlantic Meridional Overturning Circulation (AMOC) exposed to a time-dependent hosing function. The hosing function simulates the influx of fresh water due to the melting of the Greenland ice sheet and increased precipitation in the North Atlantic. The Upsilon indicator is designed to detect changes in the memory properties of the dynamics and is based on fitting auto-regressive moving-average models in a sliding window approach to time series data. An increase in memory properties is interpreted as a sign of dynamical instability. The performance of the indicator is tested on time series subject to different types of tipping, namely, bifurcation-induced, noise-induced, and rate-induced tipping. The numerical analysis shows that the indicator indeed responds to the different types of induced instabilities. Finally, the indicator is applied to two AMOC time series from a full complexity Earth systems model (CESM2). Compared with the doubling CO2 scenario, the quadrupling CO2 scenario results in stronger dynamical instability of the AMOC during its weakening phase. Published under an exclusive license by AIP Publishing. |
format |
Article in Journal/Newspaper |
author |
Rodal, Marie Krumscheid, Sebastian Madan, Gaurav LaCasce, Joseph Henry Vercauteren, Nikki |
author_facet |
Rodal, Marie Krumscheid, Sebastian Madan, Gaurav LaCasce, Joseph Henry Vercauteren, Nikki |
author_sort |
Rodal, Marie |
title |
Dynamical stability indicator based on autoregressive moving-average models : critical transitions and the Atlantic meridional overturning circulation |
title_short |
Dynamical stability indicator based on autoregressive moving-average models : critical transitions and the Atlantic meridional overturning circulation |
title_full |
Dynamical stability indicator based on autoregressive moving-average models : critical transitions and the Atlantic meridional overturning circulation |
title_fullStr |
Dynamical stability indicator based on autoregressive moving-average models : critical transitions and the Atlantic meridional overturning circulation |
title_full_unstemmed |
Dynamical stability indicator based on autoregressive moving-average models : critical transitions and the Atlantic meridional overturning circulation |
title_sort |
dynamical stability indicator based on autoregressive moving-average models : critical transitions and the atlantic meridional overturning circulation |
publishDate |
2022 |
url |
https://hdl.handle.net/10067/1927690151162165141 https://repository.uantwerpen.be/docstore/d:irua:15681 |
geographic |
Greenland |
geographic_facet |
Greenland |
genre |
Greenland Ice Sheet North Atlantic |
genre_facet |
Greenland Ice Sheet North Atlantic |
op_source |
1054-1500 Chaos: an interdisciplinary journal of nonlinear science |
op_relation |
info:eu-repo/semantics/altIdentifier/doi/10.1063/5.0089694 info:eu-repo/semantics/altIdentifier/isi/000889088200001 |
op_rights |
info:eu-repo/semantics/openAccess |
op_doi |
https://doi.org/10.1063/5.0089694 |
container_title |
Chaos: An Interdisciplinary Journal of Nonlinear Science |
container_volume |
32 |
container_issue |
11 |
container_start_page |
113139 |
_version_ |
1814715551726960640 |