Assessment of Arctic and Antarctic sea ice predictability in CMIP5 decadal hindcasts

This paper examines the ability of coupled global climate models to predict decadal variability of Arctic and Antarctic sea ice. We analyze decadal hindcasts/predictions of 11 Coupled Model Intercomparison Project Phase 5 (CMIP5) models. Decadal hindcasts exhibit a large multi-model spread in the si...

Full description

Bibliographic Details
Published in:The Cryosphere
Main Authors: Yang, Chao-Yuan, Liu, Jiping, Hu, Yongyun, Horton, Radley M., Chen, Liqi, Cheng, Xiao
Format: Text
Language:English
Published: 2018
Subjects:
Online Access:https://doi.org/10.5194/tc-10-2429-2016
https://tc.copernicus.org/articles/10/2429/2016/
id ftcopernicus:oai:publications.copernicus.org:tc51016
record_format openpolar
spelling ftcopernicus:oai:publications.copernicus.org:tc51016 2023-05-15T13:54:27+02:00 Assessment of Arctic and Antarctic sea ice predictability in CMIP5 decadal hindcasts Yang, Chao-Yuan Liu, Jiping Hu, Yongyun Horton, Radley M. Chen, Liqi Cheng, Xiao 2018-09-27 application/pdf https://doi.org/10.5194/tc-10-2429-2016 https://tc.copernicus.org/articles/10/2429/2016/ eng eng doi:10.5194/tc-10-2429-2016 https://tc.copernicus.org/articles/10/2429/2016/ eISSN: 1994-0424 Text 2018 ftcopernicus https://doi.org/10.5194/tc-10-2429-2016 2020-07-20T16:23:56Z This paper examines the ability of coupled global climate models to predict decadal variability of Arctic and Antarctic sea ice. We analyze decadal hindcasts/predictions of 11 Coupled Model Intercomparison Project Phase 5 (CMIP5) models. Decadal hindcasts exhibit a large multi-model spread in the simulated sea ice extent, with some models deviating significantly from the observations as the predicted ice extent quickly drifts away from the initial constraint. The anomaly correlation analysis between the decadal hindcast and observed sea ice suggests that in the Arctic, for most models, the areas showing significant predictive skill become broader associated with increasing lead times. This area expansion is largely because nearly all the models are capable of predicting the observed decreasing Arctic sea ice cover. Sea ice extent in the North Pacific has better predictive skill than that in the North Atlantic (particularly at a lead time of 3–7 years), but there is a re-emerging predictive skill in the North Atlantic at a lead time of 6–8 years. In contrast to the Arctic, Antarctic sea ice decadal hindcasts do not show broad predictive skill at any timescales, and there is no obvious improvement linking the areal extent of significant predictive skill to lead time increase. This might be because nearly all the models predict a retreating Antarctic sea ice cover, opposite to the observations. For the Arctic, the predictive skill of the multi-model ensemble mean outperforms most models and the persistence prediction at longer timescales, which is not the case for the Antarctic. Overall, for the Arctic, initialized decadal hindcasts show improved predictive skill compared to uninitialized simulations, although this improvement is not present in the Antarctic. Text Antarc* Antarctic Arctic North Atlantic Sea ice Copernicus Publications: E-Journals Antarctic Arctic Pacific The Antarctic The Cryosphere 10 5 2429 2452
institution Open Polar
collection Copernicus Publications: E-Journals
op_collection_id ftcopernicus
language English
description This paper examines the ability of coupled global climate models to predict decadal variability of Arctic and Antarctic sea ice. We analyze decadal hindcasts/predictions of 11 Coupled Model Intercomparison Project Phase 5 (CMIP5) models. Decadal hindcasts exhibit a large multi-model spread in the simulated sea ice extent, with some models deviating significantly from the observations as the predicted ice extent quickly drifts away from the initial constraint. The anomaly correlation analysis between the decadal hindcast and observed sea ice suggests that in the Arctic, for most models, the areas showing significant predictive skill become broader associated with increasing lead times. This area expansion is largely because nearly all the models are capable of predicting the observed decreasing Arctic sea ice cover. Sea ice extent in the North Pacific has better predictive skill than that in the North Atlantic (particularly at a lead time of 3–7 years), but there is a re-emerging predictive skill in the North Atlantic at a lead time of 6–8 years. In contrast to the Arctic, Antarctic sea ice decadal hindcasts do not show broad predictive skill at any timescales, and there is no obvious improvement linking the areal extent of significant predictive skill to lead time increase. This might be because nearly all the models predict a retreating Antarctic sea ice cover, opposite to the observations. For the Arctic, the predictive skill of the multi-model ensemble mean outperforms most models and the persistence prediction at longer timescales, which is not the case for the Antarctic. Overall, for the Arctic, initialized decadal hindcasts show improved predictive skill compared to uninitialized simulations, although this improvement is not present in the Antarctic.
format Text
author Yang, Chao-Yuan
Liu, Jiping
Hu, Yongyun
Horton, Radley M.
Chen, Liqi
Cheng, Xiao
spellingShingle Yang, Chao-Yuan
Liu, Jiping
Hu, Yongyun
Horton, Radley M.
Chen, Liqi
Cheng, Xiao
Assessment of Arctic and Antarctic sea ice predictability in CMIP5 decadal hindcasts
author_facet Yang, Chao-Yuan
Liu, Jiping
Hu, Yongyun
Horton, Radley M.
Chen, Liqi
Cheng, Xiao
author_sort Yang, Chao-Yuan
title Assessment of Arctic and Antarctic sea ice predictability in CMIP5 decadal hindcasts
title_short Assessment of Arctic and Antarctic sea ice predictability in CMIP5 decadal hindcasts
title_full Assessment of Arctic and Antarctic sea ice predictability in CMIP5 decadal hindcasts
title_fullStr Assessment of Arctic and Antarctic sea ice predictability in CMIP5 decadal hindcasts
title_full_unstemmed Assessment of Arctic and Antarctic sea ice predictability in CMIP5 decadal hindcasts
title_sort assessment of arctic and antarctic sea ice predictability in cmip5 decadal hindcasts
publishDate 2018
url https://doi.org/10.5194/tc-10-2429-2016
https://tc.copernicus.org/articles/10/2429/2016/
geographic Antarctic
Arctic
Pacific
The Antarctic
geographic_facet Antarctic
Arctic
Pacific
The Antarctic
genre Antarc*
Antarctic
Arctic
North Atlantic
Sea ice
genre_facet Antarc*
Antarctic
Arctic
North Atlantic
Sea ice
op_source eISSN: 1994-0424
op_relation doi:10.5194/tc-10-2429-2016
https://tc.copernicus.org/articles/10/2429/2016/
op_doi https://doi.org/10.5194/tc-10-2429-2016
container_title The Cryosphere
container_volume 10
container_issue 5
container_start_page 2429
op_container_end_page 2452
_version_ 1766260332753321984