Improved Arctic sea-ice thickness projections using bias corrected CMIP5 simulations

Projections of Arctic sea ice thickness (SIT) have the potential to inform stakeholders about accessibility to the region, but are currently rather uncertain. The latest suite of CMIP5 Global Climate Models (GCMs) produce a wide range of simulated SIT in the historical period (1979–2014) and exhibit...

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Published in:The Cryosphere
Main Authors: Melia, Nathaneal, Haines, Keith, Hawkins, Ed
Format: Article in Journal/Newspaper
Language:English
Published: European Geosciences Union 2015
Subjects:
Online Access:https://centaur.reading.ac.uk/47079/
https://centaur.reading.ac.uk/47079/8/tc-9-2237-2015.pdf
https://centaur.reading.ac.uk/47079/1/FOR%20CentAUR%20Improved%20Arctic%20sea%20ice%20thickness%20projections%20using%20bias%20corrected%20CMIP5%20simulations.pdf
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spelling ftunivreading:oai:centaur.reading.ac.uk:47079 2023-09-05T13:15:54+02:00 Improved Arctic sea-ice thickness projections using bias corrected CMIP5 simulations Melia, Nathaneal Haines, Keith Hawkins, Ed 2015-12-04 text https://centaur.reading.ac.uk/47079/ https://centaur.reading.ac.uk/47079/8/tc-9-2237-2015.pdf https://centaur.reading.ac.uk/47079/1/FOR%20CentAUR%20Improved%20Arctic%20sea%20ice%20thickness%20projections%20using%20bias%20corrected%20CMIP5%20simulations.pdf en eng European Geosciences Union https://centaur.reading.ac.uk/47079/8/tc-9-2237-2015.pdf https://centaur.reading.ac.uk/47079/1/FOR%20CentAUR%20Improved%20Arctic%20sea%20ice%20thickness%20projections%20using%20bias%20corrected%20CMIP5%20simulations.pdf Melia, Nathaneal, Haines, Keith and Hawkins, Ed (2015) Improved Arctic sea-ice thickness projections using bias corrected CMIP5 simulations. The Cryosphere, 9 (6). pp. 2237-2251. ISSN 1994-0424 doi: https://doi.org/10.5194/tc-9-2237-2015 <https://doi.org/10.5194/tc-9-2237-2015> cc_by Article PeerReviewed 2015 ftunivreading https://doi.org/10.5194/tc-9-2237-2015 2023-08-14T17:59:33Z Projections of Arctic sea ice thickness (SIT) have the potential to inform stakeholders about accessibility to the region, but are currently rather uncertain. The latest suite of CMIP5 Global Climate Models (GCMs) produce a wide range of simulated SIT in the historical period (1979–2014) and exhibit various biases when compared with the Pan-Arctic Ice Ocean Modelling and Assimilation System (PIOMAS) sea ice reanalysis. We present a new method to constrain such GCM simulations of SIT via a statistical bias correction technique. The bias correction successfully constrains the spatial SIT distribution and temporal variability in the CMIP5 projections whilst retaining the climatic fluctuations from individual ensemble members. The bias correction acts to reduce the spread in projections of SIT and reveals the significant contributions of climate internal variability in the first half of the century and of scenario uncertainty from mid-century onwards. The projected date of ice-free conditions in the Arctic under the RCP8.5 high emission scenario occurs in the 2050s, which is a decade earlier than without the bias correction, with potentially significant implications for stakeholders in the Arctic such as the shipping industry. The bias correction methodology developed could be similarly applied to other variables to reduce spread in climate projections more generally. Article in Journal/Newspaper Arctic Arctic Sea ice The Cryosphere CentAUR: Central Archive at the University of Reading Arctic The Cryosphere 9 6 2237 2251
institution Open Polar
collection CentAUR: Central Archive at the University of Reading
op_collection_id ftunivreading
language English
description Projections of Arctic sea ice thickness (SIT) have the potential to inform stakeholders about accessibility to the region, but are currently rather uncertain. The latest suite of CMIP5 Global Climate Models (GCMs) produce a wide range of simulated SIT in the historical period (1979–2014) and exhibit various biases when compared with the Pan-Arctic Ice Ocean Modelling and Assimilation System (PIOMAS) sea ice reanalysis. We present a new method to constrain such GCM simulations of SIT via a statistical bias correction technique. The bias correction successfully constrains the spatial SIT distribution and temporal variability in the CMIP5 projections whilst retaining the climatic fluctuations from individual ensemble members. The bias correction acts to reduce the spread in projections of SIT and reveals the significant contributions of climate internal variability in the first half of the century and of scenario uncertainty from mid-century onwards. The projected date of ice-free conditions in the Arctic under the RCP8.5 high emission scenario occurs in the 2050s, which is a decade earlier than without the bias correction, with potentially significant implications for stakeholders in the Arctic such as the shipping industry. The bias correction methodology developed could be similarly applied to other variables to reduce spread in climate projections more generally.
format Article in Journal/Newspaper
author Melia, Nathaneal
Haines, Keith
Hawkins, Ed
spellingShingle Melia, Nathaneal
Haines, Keith
Hawkins, Ed
Improved Arctic sea-ice thickness projections using bias corrected CMIP5 simulations
author_facet Melia, Nathaneal
Haines, Keith
Hawkins, Ed
author_sort Melia, Nathaneal
title Improved Arctic sea-ice thickness projections using bias corrected CMIP5 simulations
title_short Improved Arctic sea-ice thickness projections using bias corrected CMIP5 simulations
title_full Improved Arctic sea-ice thickness projections using bias corrected CMIP5 simulations
title_fullStr Improved Arctic sea-ice thickness projections using bias corrected CMIP5 simulations
title_full_unstemmed Improved Arctic sea-ice thickness projections using bias corrected CMIP5 simulations
title_sort improved arctic sea-ice thickness projections using bias corrected cmip5 simulations
publisher European Geosciences Union
publishDate 2015
url https://centaur.reading.ac.uk/47079/
https://centaur.reading.ac.uk/47079/8/tc-9-2237-2015.pdf
https://centaur.reading.ac.uk/47079/1/FOR%20CentAUR%20Improved%20Arctic%20sea%20ice%20thickness%20projections%20using%20bias%20corrected%20CMIP5%20simulations.pdf
geographic Arctic
geographic_facet Arctic
genre Arctic
Arctic
Sea ice
The Cryosphere
genre_facet Arctic
Arctic
Sea ice
The Cryosphere
op_relation https://centaur.reading.ac.uk/47079/8/tc-9-2237-2015.pdf
https://centaur.reading.ac.uk/47079/1/FOR%20CentAUR%20Improved%20Arctic%20sea%20ice%20thickness%20projections%20using%20bias%20corrected%20CMIP5%20simulations.pdf
Melia, Nathaneal, Haines, Keith and Hawkins, Ed (2015) Improved Arctic sea-ice thickness projections using bias corrected CMIP5 simulations. The Cryosphere, 9 (6). pp. 2237-2251. ISSN 1994-0424 doi: https://doi.org/10.5194/tc-9-2237-2015 <https://doi.org/10.5194/tc-9-2237-2015>
op_rights cc_by
op_doi https://doi.org/10.5194/tc-9-2237-2015
container_title The Cryosphere
container_volume 9
container_issue 6
container_start_page 2237
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