Arctic marginal ice zone interannual variability and change point detection using two definitions (1983–2022)

The ongoing decline in Arctic sea ice extent and thickness underscores the scientific significance of monitoring the marginal ice zone (MIZ), a transitional region between the open ocean and pack ice. In this study, we used Bootstrap sea ice concentration (SIC) to detect the trend and change point o...

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Published in:Environmental Research Letters
Main Authors: Armina Soleymani, K Andrea Scott
Format: Article in Journal/Newspaper
Language:English
Published: IOP Publishing 2023
Subjects:
Q
Online Access:https://doi.org/10.1088/1748-9326/ad0609
https://doaj.org/article/e03059fcf528454e83e724f9af472c46
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spelling ftdoajarticles:oai:doaj.org/article:e03059fcf528454e83e724f9af472c46 2023-12-03T10:16:13+01:00 Arctic marginal ice zone interannual variability and change point detection using two definitions (1983–2022) Armina Soleymani K Andrea Scott 2023-01-01T00:00:00Z https://doi.org/10.1088/1748-9326/ad0609 https://doaj.org/article/e03059fcf528454e83e724f9af472c46 EN eng IOP Publishing https://doi.org/10.1088/1748-9326/ad0609 https://doaj.org/toc/1748-9326 doi:10.1088/1748-9326/ad0609 1748-9326 https://doaj.org/article/e03059fcf528454e83e724f9af472c46 Environmental Research Letters, Vol 18, Iss 12, p 124002 (2023) Arctic climate change change point detection marginal ice zone satellite remote sensing sea ice Environmental technology. Sanitary engineering TD1-1066 Environmental sciences GE1-350 Science Q Physics QC1-999 article 2023 ftdoajarticles https://doi.org/10.1088/1748-9326/ad0609 2023-11-05T01:38:02Z The ongoing decline in Arctic sea ice extent and thickness underscores the scientific significance of monitoring the marginal ice zone (MIZ), a transitional region between the open ocean and pack ice. In this study, we used Bootstrap sea ice concentration (SIC) to detect the trend and change point of the Arctic MIZ over 40 years (1983–2022) using two different MIZ definitions: SIC threshold-based (MIZ _t ) and SIC anomaly-based (MIZ $_{\sigma}$ ). This study marks the exploration of a SIC anomaly-based definition of the MIZ over the Arctic. While the two MIZ definitions yield comparable seasonal trends in marginal ice zone fraction (MIZF), the MIZ $_{\sigma}$ fraction values peak during the transition periods (e.g. freeze-up and break-up), while the MIZ _t fraction values peak in August. The analysis also uncovers consistently higher MIZF values for the MIZ $_{\sigma}$ than for MIZ _t across all seasons. Moreover, October and August show the fastest rate of increase in MIZ _t fraction and MIZ $_{\sigma}$ fraction, reflecting the coinciding rapid decrease in sea ice extent during those particular months. Employing the pruned exact linear time, a multiple change point detection method, highlights a significant increase in the MIZ ${_t}$ fraction in October (after 2005) and MIZ ${_\sigma}$ fraction in August (after 2007). This can be indicative of the recent climate change impacts in the Arctic region that may be linked with shifts in SIC and sea ice mobility for MIZ _t and MIZ $_\sigma$ , respectively. Article in Journal/Newspaper Arctic Climate change Sea ice Directory of Open Access Journals: DOAJ Articles Arctic Environmental Research Letters 18 12 124002
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Arctic
climate change
change point detection
marginal ice zone
satellite remote sensing
sea ice
Environmental technology. Sanitary engineering
TD1-1066
Environmental sciences
GE1-350
Science
Q
Physics
QC1-999
spellingShingle Arctic
climate change
change point detection
marginal ice zone
satellite remote sensing
sea ice
Environmental technology. Sanitary engineering
TD1-1066
Environmental sciences
GE1-350
Science
Q
Physics
QC1-999
Armina Soleymani
K Andrea Scott
Arctic marginal ice zone interannual variability and change point detection using two definitions (1983–2022)
topic_facet Arctic
climate change
change point detection
marginal ice zone
satellite remote sensing
sea ice
Environmental technology. Sanitary engineering
TD1-1066
Environmental sciences
GE1-350
Science
Q
Physics
QC1-999
description The ongoing decline in Arctic sea ice extent and thickness underscores the scientific significance of monitoring the marginal ice zone (MIZ), a transitional region between the open ocean and pack ice. In this study, we used Bootstrap sea ice concentration (SIC) to detect the trend and change point of the Arctic MIZ over 40 years (1983–2022) using two different MIZ definitions: SIC threshold-based (MIZ _t ) and SIC anomaly-based (MIZ $_{\sigma}$ ). This study marks the exploration of a SIC anomaly-based definition of the MIZ over the Arctic. While the two MIZ definitions yield comparable seasonal trends in marginal ice zone fraction (MIZF), the MIZ $_{\sigma}$ fraction values peak during the transition periods (e.g. freeze-up and break-up), while the MIZ _t fraction values peak in August. The analysis also uncovers consistently higher MIZF values for the MIZ $_{\sigma}$ than for MIZ _t across all seasons. Moreover, October and August show the fastest rate of increase in MIZ _t fraction and MIZ $_{\sigma}$ fraction, reflecting the coinciding rapid decrease in sea ice extent during those particular months. Employing the pruned exact linear time, a multiple change point detection method, highlights a significant increase in the MIZ ${_t}$ fraction in October (after 2005) and MIZ ${_\sigma}$ fraction in August (after 2007). This can be indicative of the recent climate change impacts in the Arctic region that may be linked with shifts in SIC and sea ice mobility for MIZ _t and MIZ $_\sigma$ , respectively.
format Article in Journal/Newspaper
author Armina Soleymani
K Andrea Scott
author_facet Armina Soleymani
K Andrea Scott
author_sort Armina Soleymani
title Arctic marginal ice zone interannual variability and change point detection using two definitions (1983–2022)
title_short Arctic marginal ice zone interannual variability and change point detection using two definitions (1983–2022)
title_full Arctic marginal ice zone interannual variability and change point detection using two definitions (1983–2022)
title_fullStr Arctic marginal ice zone interannual variability and change point detection using two definitions (1983–2022)
title_full_unstemmed Arctic marginal ice zone interannual variability and change point detection using two definitions (1983–2022)
title_sort arctic marginal ice zone interannual variability and change point detection using two definitions (1983–2022)
publisher IOP Publishing
publishDate 2023
url https://doi.org/10.1088/1748-9326/ad0609
https://doaj.org/article/e03059fcf528454e83e724f9af472c46
geographic Arctic
geographic_facet Arctic
genre Arctic
Climate change
Sea ice
genre_facet Arctic
Climate change
Sea ice
op_source Environmental Research Letters, Vol 18, Iss 12, p 124002 (2023)
op_relation https://doi.org/10.1088/1748-9326/ad0609
https://doaj.org/toc/1748-9326
doi:10.1088/1748-9326/ad0609
1748-9326
https://doaj.org/article/e03059fcf528454e83e724f9af472c46
op_doi https://doi.org/10.1088/1748-9326/ad0609
container_title Environmental Research Letters
container_volume 18
container_issue 12
container_start_page 124002
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