Assessing the impact of parametric uncertainty on tipping points of the Atlantic meridional overturning circulation

Various elements of the Earth system have the potential to undergo critical transitions to a radically different state, under sustained changes to climate forcing. The Atlantic meridional overturning circulation (AMOC) is of particular importance for North Atlantic heat transport and is thought to b...

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Published in:Environmental Research Letters
Main Authors: Kerstin Lux, Peter Ashwin, Richard Wood, Christian Kuehn
Format: Article in Journal/Newspaper
Language:English
Published: IOP Publishing 2022
Subjects:
Q
Online Access:https://doi.org/10.1088/1748-9326/ac7602
https://doaj.org/article/c856a1032146414fac111c6d1de27036
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spelling ftdoajarticles:oai:doaj.org/article:c856a1032146414fac111c6d1de27036 2023-09-05T13:21:38+02:00 Assessing the impact of parametric uncertainty on tipping points of the Atlantic meridional overturning circulation Kerstin Lux Peter Ashwin Richard Wood Christian Kuehn 2022-01-01T00:00:00Z https://doi.org/10.1088/1748-9326/ac7602 https://doaj.org/article/c856a1032146414fac111c6d1de27036 EN eng IOP Publishing https://doi.org/10.1088/1748-9326/ac7602 https://doaj.org/toc/1748-9326 doi:10.1088/1748-9326/ac7602 1748-9326 https://doaj.org/article/c856a1032146414fac111c6d1de27036 Environmental Research Letters, Vol 17, Iss 7, p 075002 (2022) parametric uncertainty probabilistic bifurcation curves parameter estimation Bayesian inference AMOC box model tipping point Environmental technology. Sanitary engineering TD1-1066 Environmental sciences GE1-350 Science Q Physics QC1-999 article 2022 ftdoajarticles https://doi.org/10.1088/1748-9326/ac7602 2023-08-13T00:37:02Z Various elements of the Earth system have the potential to undergo critical transitions to a radically different state, under sustained changes to climate forcing. The Atlantic meridional overturning circulation (AMOC) is of particular importance for North Atlantic heat transport and is thought to be potentially at risk of passing such a tipping point (TP). In climate models, the location and likelihood of such TPs depends on model parameters that may be poorly known. Reducing this parametric uncertainty is important to understand the likelihood of tipping behaviour. In this letter, we develop estimates for parametric uncertainty in a simple model of AMOC tipping, using a Bayesian inversion technique. When applied using synthetic (‘perfect model’) salinity timeseries data, the technique drastically reduces the uncertainty in model parameters, compared to prior estimates derived from previous literature, resulting in tighter constraints on the AMOC TPs. To visualise the impact of parametric uncertainty on TPs, we extend classical tipping diagrams by showing probabilistic bifurcation curves according to the inferred distribution of the model parameter, allowing the uncertain locations of TPs along the probabilistic bifurcation curves to be highlighted. Our results show that suitable palaeo-proxy timeseries may contain enough information to assess the likely position of AMOC (and potentially other Earth system) TPs, even in cases where no tipping occurred during the period of the proxy data. Article in Journal/Newspaper North Atlantic Directory of Open Access Journals: DOAJ Articles Environmental Research Letters 17 7 075002
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic parametric uncertainty
probabilistic bifurcation curves
parameter estimation
Bayesian inference
AMOC box model
tipping point
Environmental technology. Sanitary engineering
TD1-1066
Environmental sciences
GE1-350
Science
Q
Physics
QC1-999
spellingShingle parametric uncertainty
probabilistic bifurcation curves
parameter estimation
Bayesian inference
AMOC box model
tipping point
Environmental technology. Sanitary engineering
TD1-1066
Environmental sciences
GE1-350
Science
Q
Physics
QC1-999
Kerstin Lux
Peter Ashwin
Richard Wood
Christian Kuehn
Assessing the impact of parametric uncertainty on tipping points of the Atlantic meridional overturning circulation
topic_facet parametric uncertainty
probabilistic bifurcation curves
parameter estimation
Bayesian inference
AMOC box model
tipping point
Environmental technology. Sanitary engineering
TD1-1066
Environmental sciences
GE1-350
Science
Q
Physics
QC1-999
description Various elements of the Earth system have the potential to undergo critical transitions to a radically different state, under sustained changes to climate forcing. The Atlantic meridional overturning circulation (AMOC) is of particular importance for North Atlantic heat transport and is thought to be potentially at risk of passing such a tipping point (TP). In climate models, the location and likelihood of such TPs depends on model parameters that may be poorly known. Reducing this parametric uncertainty is important to understand the likelihood of tipping behaviour. In this letter, we develop estimates for parametric uncertainty in a simple model of AMOC tipping, using a Bayesian inversion technique. When applied using synthetic (‘perfect model’) salinity timeseries data, the technique drastically reduces the uncertainty in model parameters, compared to prior estimates derived from previous literature, resulting in tighter constraints on the AMOC TPs. To visualise the impact of parametric uncertainty on TPs, we extend classical tipping diagrams by showing probabilistic bifurcation curves according to the inferred distribution of the model parameter, allowing the uncertain locations of TPs along the probabilistic bifurcation curves to be highlighted. Our results show that suitable palaeo-proxy timeseries may contain enough information to assess the likely position of AMOC (and potentially other Earth system) TPs, even in cases where no tipping occurred during the period of the proxy data.
format Article in Journal/Newspaper
author Kerstin Lux
Peter Ashwin
Richard Wood
Christian Kuehn
author_facet Kerstin Lux
Peter Ashwin
Richard Wood
Christian Kuehn
author_sort Kerstin Lux
title Assessing the impact of parametric uncertainty on tipping points of the Atlantic meridional overturning circulation
title_short Assessing the impact of parametric uncertainty on tipping points of the Atlantic meridional overturning circulation
title_full Assessing the impact of parametric uncertainty on tipping points of the Atlantic meridional overturning circulation
title_fullStr Assessing the impact of parametric uncertainty on tipping points of the Atlantic meridional overturning circulation
title_full_unstemmed Assessing the impact of parametric uncertainty on tipping points of the Atlantic meridional overturning circulation
title_sort assessing the impact of parametric uncertainty on tipping points of the atlantic meridional overturning circulation
publisher IOP Publishing
publishDate 2022
url https://doi.org/10.1088/1748-9326/ac7602
https://doaj.org/article/c856a1032146414fac111c6d1de27036
genre North Atlantic
genre_facet North Atlantic
op_source Environmental Research Letters, Vol 17, Iss 7, p 075002 (2022)
op_relation https://doi.org/10.1088/1748-9326/ac7602
https://doaj.org/toc/1748-9326
doi:10.1088/1748-9326/ac7602
1748-9326
https://doaj.org/article/c856a1032146414fac111c6d1de27036
op_doi https://doi.org/10.1088/1748-9326/ac7602
container_title Environmental Research Letters
container_volume 17
container_issue 7
container_start_page 075002
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