False alarms: How early warning signals falsely predict abrupt sea ice loss

Uncovering universal early warning signals for critical transitions has become a coveted goal in diverse scientific disciplines, ranging from climate science to financial mathematics. There has been a flurry of recent research proposing such signals, with increasing autocorrelation and increasing va...

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Published in:Geophysical Research Letters
Main Authors: Wagner, Till JW, Eisenman, Ian
Format: Article in Journal/Newspaper
Language:unknown
Published: eScholarship, University of California 2015
Subjects:
Online Access:https://escholarship.org/uc/item/2n03p7qb
https://escholarship.org/content/qt2n03p7qb/qt2n03p7qb.pdf
https://doi.org/10.1002/2015gl066297
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spelling ftcdlib:oai:escholarship.org:ark:/13030/qt2n03p7qb 2024-09-09T20:07:10+00:00 False alarms: How early warning signals falsely predict abrupt sea ice loss Wagner, Till JW Eisenman, Ian 10 - 341 2015-12-16 application/pdf https://escholarship.org/uc/item/2n03p7qb https://escholarship.org/content/qt2n03p7qb/qt2n03p7qb.pdf https://doi.org/10.1002/2015gl066297 unknown eScholarship, University of California qt2n03p7qb https://escholarship.org/uc/item/2n03p7qb https://escholarship.org/content/qt2n03p7qb/qt2n03p7qb.pdf doi:10.1002/2015gl066297 public Geophysical Research Letters, vol 42, iss 23 Climate Action Meteorology & Atmospheric Sciences article 2015 ftcdlib https://doi.org/10.1002/2015gl066297 2024-06-28T06:28:19Z Uncovering universal early warning signals for critical transitions has become a coveted goal in diverse scientific disciplines, ranging from climate science to financial mathematics. There has been a flurry of recent research proposing such signals, with increasing autocorrelation and increasing variance being among the most widely discussed candidates. A number of studies have suggested that increasing autocorrelation alone may suffice to signal an impending transition, although some others have questioned this. Here we consider variance and autocorrelation in the context of sea ice loss in an idealized model of the global climate system. The model features no bifurcation, nor increased rate of retreat, as the ice disappears. Nonetheless, the autocorrelation of summer sea ice area is found to increase in a global warming scenario. The variance, by contrast, decreases. A simple physical mechanism is proposed to explain the occurrence of increasing autocorrelation but not variance when there is no approaching bifurcation. Additionally, a similar mechanism is shown to allow an increase in both indicators with no physically attainable bifurcation. This implies that relying on autocorrelation and variance as early warning signals can raise false alarms in the climate system, warning of "tipping points" that are not actually there. Article in Journal/Newspaper Sea ice University of California: eScholarship Geophysical Research Letters 42 23
institution Open Polar
collection University of California: eScholarship
op_collection_id ftcdlib
language unknown
topic Climate Action
Meteorology & Atmospheric Sciences
spellingShingle Climate Action
Meteorology & Atmospheric Sciences
Wagner, Till JW
Eisenman, Ian
False alarms: How early warning signals falsely predict abrupt sea ice loss
topic_facet Climate Action
Meteorology & Atmospheric Sciences
description Uncovering universal early warning signals for critical transitions has become a coveted goal in diverse scientific disciplines, ranging from climate science to financial mathematics. There has been a flurry of recent research proposing such signals, with increasing autocorrelation and increasing variance being among the most widely discussed candidates. A number of studies have suggested that increasing autocorrelation alone may suffice to signal an impending transition, although some others have questioned this. Here we consider variance and autocorrelation in the context of sea ice loss in an idealized model of the global climate system. The model features no bifurcation, nor increased rate of retreat, as the ice disappears. Nonetheless, the autocorrelation of summer sea ice area is found to increase in a global warming scenario. The variance, by contrast, decreases. A simple physical mechanism is proposed to explain the occurrence of increasing autocorrelation but not variance when there is no approaching bifurcation. Additionally, a similar mechanism is shown to allow an increase in both indicators with no physically attainable bifurcation. This implies that relying on autocorrelation and variance as early warning signals can raise false alarms in the climate system, warning of "tipping points" that are not actually there.
format Article in Journal/Newspaper
author Wagner, Till JW
Eisenman, Ian
author_facet Wagner, Till JW
Eisenman, Ian
author_sort Wagner, Till JW
title False alarms: How early warning signals falsely predict abrupt sea ice loss
title_short False alarms: How early warning signals falsely predict abrupt sea ice loss
title_full False alarms: How early warning signals falsely predict abrupt sea ice loss
title_fullStr False alarms: How early warning signals falsely predict abrupt sea ice loss
title_full_unstemmed False alarms: How early warning signals falsely predict abrupt sea ice loss
title_sort false alarms: how early warning signals falsely predict abrupt sea ice loss
publisher eScholarship, University of California
publishDate 2015
url https://escholarship.org/uc/item/2n03p7qb
https://escholarship.org/content/qt2n03p7qb/qt2n03p7qb.pdf
https://doi.org/10.1002/2015gl066297
op_coverage 10 - 341
genre Sea ice
genre_facet Sea ice
op_source Geophysical Research Letters, vol 42, iss 23
op_relation qt2n03p7qb
https://escholarship.org/uc/item/2n03p7qb
https://escholarship.org/content/qt2n03p7qb/qt2n03p7qb.pdf
doi:10.1002/2015gl066297
op_rights public
op_doi https://doi.org/10.1002/2015gl066297
container_title Geophysical Research Letters
container_volume 42
container_issue 23
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