Dynamical Stability Indicator based on Autoregressive Moving-Average Models: Critical Transitions and the Atlantic Meridional Overturning Circulation

A statistical indicator for dynamic stability, known as the [Formula: see text] 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-d...

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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:http://hdl.handle.net/10852/97775
https://doi.org/10.1063/5.0089694
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spelling ftoslouniv:oai:www.duo.uio.no:10852/97775 2024-09-30T14:35:57+00:00 Dynamical Stability Indicator based on Autoregressive Moving-Average Models: Critical Transitions and the Atlantic Meridional Overturning Circulation ENEngelskEnglishDynamical 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 2022-11-21T14:44:14Z http://hdl.handle.net/10852/97775 https://doi.org/10.1063/5.0089694 EN eng 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. Chaos. 2022 http://hdl.handle.net/10852/97775 2077490 info:ofi/fmt:kev:mtx:ctx&ctx_ver=Z39.88-2004&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.jtitle=Chaos&rft.volume=&rft.spage=&rft.date=2022 Chaos 32 11 https://doi.org/10.1063/5.0089694 1054-1500 Journal article Tidsskriftartikkel Peer reviewed AcceptedVersion 2022 ftoslouniv https://doi.org/10.1063/5.0089694 2024-09-12T05:44:05Z A statistical indicator for dynamic stability, known as the [Formula: see text] 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 [Formula: see text] 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 [Formula: see text] scenario, the quadrupling [Formula: see text] scenario results in stronger dynamical instability of the AMOC during its weakening phase. Article in Journal/Newspaper Greenland Ice Sheet North Atlantic Universitet i Oslo: Digitale utgivelser ved UiO (DUO) Greenland Chaos: An Interdisciplinary Journal of Nonlinear Science 32 11
institution Open Polar
collection Universitet i Oslo: Digitale utgivelser ved UiO (DUO)
op_collection_id ftoslouniv
language English
description A statistical indicator for dynamic stability, known as the [Formula: see text] 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 [Formula: see text] 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 [Formula: see text] scenario, the quadrupling [Formula: see text] scenario results in stronger dynamical instability of the AMOC during its weakening phase.
format Article in Journal/Newspaper
author Rodal, Marie
Krumscheid, Sebastian
Madan, Gaurav
Lacasce, Joseph Henry
Vercauteren, Nikki
spellingShingle 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
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 http://hdl.handle.net/10852/97775
https://doi.org/10.1063/5.0089694
geographic Greenland
geographic_facet Greenland
genre Greenland
Ice Sheet
North Atlantic
genre_facet Greenland
Ice Sheet
North Atlantic
op_source 1054-1500
op_relation 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. Chaos. 2022
http://hdl.handle.net/10852/97775
2077490
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