Statistical indicators of Arctic sea-ice stability – prospects and limitations
We examine the relationship between the mean and the variability of Arctic sea-ice coverage and volume in a large range of climates from globally ice-covered to globally ice-free conditions. Using a hierarchy of two column models and several comprehensive Earth system models, we consolidate the resu...
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ftdoajarticles:oai:doaj.org/article:68b801525432479baec66e9f4480fd37 2023-05-15T14:51:07+02:00 Statistical indicators of Arctic sea-ice stability – prospects and limitations S. Bathiany B. van der Bolt M. S. Williamson T. M. Lenton M. Scheffer E. H. van Nes D. Notz 2016-07-01T00:00:00Z https://doi.org/10.5194/tc-10-1631-2016 https://doaj.org/article/68b801525432479baec66e9f4480fd37 EN eng Copernicus Publications http://www.the-cryosphere.net/10/1631/2016/tc-10-1631-2016.pdf https://doaj.org/toc/1994-0416 https://doaj.org/toc/1994-0424 1994-0416 1994-0424 doi:10.5194/tc-10-1631-2016 https://doaj.org/article/68b801525432479baec66e9f4480fd37 The Cryosphere, Vol 10, Iss 4, Pp 1631-1645 (2016) Environmental sciences GE1-350 Geology QE1-996.5 article 2016 ftdoajarticles https://doi.org/10.5194/tc-10-1631-2016 2022-12-31T13:55:21Z We examine the relationship between the mean and the variability of Arctic sea-ice coverage and volume in a large range of climates from globally ice-covered to globally ice-free conditions. Using a hierarchy of two column models and several comprehensive Earth system models, we consolidate the results of earlier studies and show that mechanisms found in simple models also dominate the interannual variability of Arctic sea ice in complex models. In contrast to predictions based on very idealised dynamical systems, we find a consistent and robust decrease of variance and autocorrelation of sea-ice volume before summer sea ice is lost. We attribute this to the fact that thinner ice can adjust more quickly to perturbations. Thereafter, the autocorrelation increases, mainly because it becomes dominated by the ocean water's large heat capacity when the ice-free season becomes longer. We show that these changes are robust to the nature and origin of climate variability in the models and do not depend on whether Arctic sea-ice loss occurs abruptly or irreversibly. We also show that our climate is changing too rapidly to detect reliable changes in autocorrelation of annual time series. Based on these results, the prospects of detecting statistical early warning signals before an abrupt sea-ice loss at a "tipping point" seem very limited. However, the robust relation between state and variability can be useful to build simple stochastic climate models and to make inferences about past and future sea-ice variability from only short observations or reconstructions. Article in Journal/Newspaper Arctic Sea ice The Cryosphere Directory of Open Access Journals: DOAJ Articles Arctic The Cryosphere 10 4 1631 1645 |
institution |
Open Polar |
collection |
Directory of Open Access Journals: DOAJ Articles |
op_collection_id |
ftdoajarticles |
language |
English |
topic |
Environmental sciences GE1-350 Geology QE1-996.5 |
spellingShingle |
Environmental sciences GE1-350 Geology QE1-996.5 S. Bathiany B. van der Bolt M. S. Williamson T. M. Lenton M. Scheffer E. H. van Nes D. Notz Statistical indicators of Arctic sea-ice stability – prospects and limitations |
topic_facet |
Environmental sciences GE1-350 Geology QE1-996.5 |
description |
We examine the relationship between the mean and the variability of Arctic sea-ice coverage and volume in a large range of climates from globally ice-covered to globally ice-free conditions. Using a hierarchy of two column models and several comprehensive Earth system models, we consolidate the results of earlier studies and show that mechanisms found in simple models also dominate the interannual variability of Arctic sea ice in complex models. In contrast to predictions based on very idealised dynamical systems, we find a consistent and robust decrease of variance and autocorrelation of sea-ice volume before summer sea ice is lost. We attribute this to the fact that thinner ice can adjust more quickly to perturbations. Thereafter, the autocorrelation increases, mainly because it becomes dominated by the ocean water's large heat capacity when the ice-free season becomes longer. We show that these changes are robust to the nature and origin of climate variability in the models and do not depend on whether Arctic sea-ice loss occurs abruptly or irreversibly. We also show that our climate is changing too rapidly to detect reliable changes in autocorrelation of annual time series. Based on these results, the prospects of detecting statistical early warning signals before an abrupt sea-ice loss at a "tipping point" seem very limited. However, the robust relation between state and variability can be useful to build simple stochastic climate models and to make inferences about past and future sea-ice variability from only short observations or reconstructions. |
format |
Article in Journal/Newspaper |
author |
S. Bathiany B. van der Bolt M. S. Williamson T. M. Lenton M. Scheffer E. H. van Nes D. Notz |
author_facet |
S. Bathiany B. van der Bolt M. S. Williamson T. M. Lenton M. Scheffer E. H. van Nes D. Notz |
author_sort |
S. Bathiany |
title |
Statistical indicators of Arctic sea-ice stability – prospects and limitations |
title_short |
Statistical indicators of Arctic sea-ice stability – prospects and limitations |
title_full |
Statistical indicators of Arctic sea-ice stability – prospects and limitations |
title_fullStr |
Statistical indicators of Arctic sea-ice stability – prospects and limitations |
title_full_unstemmed |
Statistical indicators of Arctic sea-ice stability – prospects and limitations |
title_sort |
statistical indicators of arctic sea-ice stability – prospects and limitations |
publisher |
Copernicus Publications |
publishDate |
2016 |
url |
https://doi.org/10.5194/tc-10-1631-2016 https://doaj.org/article/68b801525432479baec66e9f4480fd37 |
geographic |
Arctic |
geographic_facet |
Arctic |
genre |
Arctic Sea ice The Cryosphere |
genre_facet |
Arctic Sea ice The Cryosphere |
op_source |
The Cryosphere, Vol 10, Iss 4, Pp 1631-1645 (2016) |
op_relation |
http://www.the-cryosphere.net/10/1631/2016/tc-10-1631-2016.pdf https://doaj.org/toc/1994-0416 https://doaj.org/toc/1994-0424 1994-0416 1994-0424 doi:10.5194/tc-10-1631-2016 https://doaj.org/article/68b801525432479baec66e9f4480fd37 |
op_doi |
https://doi.org/10.5194/tc-10-1631-2016 |
container_title |
The Cryosphere |
container_volume |
10 |
container_issue |
4 |
container_start_page |
1631 |
op_container_end_page |
1645 |
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