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...

Full description

Bibliographic Details
Published in:Chaos: An Interdisciplinary Journal of Nonlinear Science
Main Authors: Rodal, Marie, Krumscheid, Sebastian, Madan, Gaurav, LaCasce, Joseph Henry, Vercauteren, Nikki
Format: Article in Journal/Newspaper
Language:English
Published: 2022
Subjects:
Online Access:https://hdl.handle.net/10067/1927690151162165141
https://repository.uantwerpen.be/docstore/d:irua:15681
id ftunivantwerpen:c:irua:192769
record_format openpolar
spelling 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
op_collection_id 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