Sensitivity of Arctic Sea Ice Extent to Sea Ice Concentration Threshold Choice and Its Implication to Ice Coverage Decadal Trends and Statistical Projections

Arctic sea ice extent has been utilized to monitor sea ice changes since the late 1970s using remotely sensed sea ice data derived from passive microwave (PM) sensors. A 15% sea ice concentration threshold value has been used traditionally when computing sea ice extent (SIE), although other threshol...

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Published in:Remote Sensing
Main Authors: Jessica L. Matthews, Ge Peng, Walter N. Meier, Otis Brown
Format: Article in Journal/Newspaper
Language:English
Published: MDPI AG 2020
Subjects:
Q
Online Access:https://doi.org/10.3390/rs12050807
https://doaj.org/article/340cbef0027649659f1b3a12d6b7794c
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spelling ftdoajarticles:oai:doaj.org/article:340cbef0027649659f1b3a12d6b7794c 2023-05-15T14:40:10+02:00 Sensitivity of Arctic Sea Ice Extent to Sea Ice Concentration Threshold Choice and Its Implication to Ice Coverage Decadal Trends and Statistical Projections Jessica L. Matthews Ge Peng Walter N. Meier Otis Brown 2020-03-01T00:00:00Z https://doi.org/10.3390/rs12050807 https://doaj.org/article/340cbef0027649659f1b3a12d6b7794c EN eng MDPI AG https://www.mdpi.com/2072-4292/12/5/807 https://doaj.org/toc/2072-4292 2072-4292 doi:10.3390/rs12050807 https://doaj.org/article/340cbef0027649659f1b3a12d6b7794c Remote Sensing, Vol 12, Iss 5, p 807 (2020) arctic sea ice decadal trend passive microwave sensors sea ice concentration sea ice extent Science Q article 2020 ftdoajarticles https://doi.org/10.3390/rs12050807 2022-12-31T16:08:31Z Arctic sea ice extent has been utilized to monitor sea ice changes since the late 1970s using remotely sensed sea ice data derived from passive microwave (PM) sensors. A 15% sea ice concentration threshold value has been used traditionally when computing sea ice extent (SIE), although other threshold values have been employed. Does the rapid depletion of Arctic sea ice potentially alter the basic characteristics of Arctic ice extent? In this paper, we explore whether and how the statistical characteristics of Arctic sea ice have changed during the satellite data record period of 1979−2017 and examine the sensitivity of sea ice extents and their decadal trends to sea ice concentration threshold values. Threshold choice can affect the timing of annual SIE minimums: a threshold choice as low as 30% can change the timing to August instead of September. Threshold choice impacts the value of annual SIE minimums: in particular, changing the threshold from 15% to 35% can change the annual SIE by more than 10% in magnitude. Monthly SIE data distributions are seasonally dependent. Although little impact was seen for threshold choice on data distributions during annual minimum times (August and September), there is a strong impact in May. Threshold choices were not found to impact the choice of optimal statistical models characterizing annual minimum SIE time series. However, the first ice-free Arctic summer year (FIASY) estimates are impacted; higher threshold values produce earlier FIASY estimates and, more notably, FIASY estimates amongst all considered models are more consistent. This analysis suggests that some of the threshold choice impacts to SIE trends may actually be the result of biased data due to surface melt. Given that the rapid Arctic sea ice depletion appears to have statistically changed SIE characteristics, particularly in the summer months, a more extensive investigation to verify surface melt impacts on this data set is warranted. Article in Journal/Newspaper Arctic Sea ice Directory of Open Access Journals: DOAJ Articles Arctic Remote Sensing 12 5 807
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic arctic
sea ice
decadal trend
passive microwave sensors
sea ice concentration
sea ice extent
Science
Q
spellingShingle arctic
sea ice
decadal trend
passive microwave sensors
sea ice concentration
sea ice extent
Science
Q
Jessica L. Matthews
Ge Peng
Walter N. Meier
Otis Brown
Sensitivity of Arctic Sea Ice Extent to Sea Ice Concentration Threshold Choice and Its Implication to Ice Coverage Decadal Trends and Statistical Projections
topic_facet arctic
sea ice
decadal trend
passive microwave sensors
sea ice concentration
sea ice extent
Science
Q
description Arctic sea ice extent has been utilized to monitor sea ice changes since the late 1970s using remotely sensed sea ice data derived from passive microwave (PM) sensors. A 15% sea ice concentration threshold value has been used traditionally when computing sea ice extent (SIE), although other threshold values have been employed. Does the rapid depletion of Arctic sea ice potentially alter the basic characteristics of Arctic ice extent? In this paper, we explore whether and how the statistical characteristics of Arctic sea ice have changed during the satellite data record period of 1979−2017 and examine the sensitivity of sea ice extents and their decadal trends to sea ice concentration threshold values. Threshold choice can affect the timing of annual SIE minimums: a threshold choice as low as 30% can change the timing to August instead of September. Threshold choice impacts the value of annual SIE minimums: in particular, changing the threshold from 15% to 35% can change the annual SIE by more than 10% in magnitude. Monthly SIE data distributions are seasonally dependent. Although little impact was seen for threshold choice on data distributions during annual minimum times (August and September), there is a strong impact in May. Threshold choices were not found to impact the choice of optimal statistical models characterizing annual minimum SIE time series. However, the first ice-free Arctic summer year (FIASY) estimates are impacted; higher threshold values produce earlier FIASY estimates and, more notably, FIASY estimates amongst all considered models are more consistent. This analysis suggests that some of the threshold choice impacts to SIE trends may actually be the result of biased data due to surface melt. Given that the rapid Arctic sea ice depletion appears to have statistically changed SIE characteristics, particularly in the summer months, a more extensive investigation to verify surface melt impacts on this data set is warranted.
format Article in Journal/Newspaper
author Jessica L. Matthews
Ge Peng
Walter N. Meier
Otis Brown
author_facet Jessica L. Matthews
Ge Peng
Walter N. Meier
Otis Brown
author_sort Jessica L. Matthews
title Sensitivity of Arctic Sea Ice Extent to Sea Ice Concentration Threshold Choice and Its Implication to Ice Coverage Decadal Trends and Statistical Projections
title_short Sensitivity of Arctic Sea Ice Extent to Sea Ice Concentration Threshold Choice and Its Implication to Ice Coverage Decadal Trends and Statistical Projections
title_full Sensitivity of Arctic Sea Ice Extent to Sea Ice Concentration Threshold Choice and Its Implication to Ice Coverage Decadal Trends and Statistical Projections
title_fullStr Sensitivity of Arctic Sea Ice Extent to Sea Ice Concentration Threshold Choice and Its Implication to Ice Coverage Decadal Trends and Statistical Projections
title_full_unstemmed Sensitivity of Arctic Sea Ice Extent to Sea Ice Concentration Threshold Choice and Its Implication to Ice Coverage Decadal Trends and Statistical Projections
title_sort sensitivity of arctic sea ice extent to sea ice concentration threshold choice and its implication to ice coverage decadal trends and statistical projections
publisher MDPI AG
publishDate 2020
url https://doi.org/10.3390/rs12050807
https://doaj.org/article/340cbef0027649659f1b3a12d6b7794c
geographic Arctic
geographic_facet Arctic
genre Arctic
Sea ice
genre_facet Arctic
Sea ice
op_source Remote Sensing, Vol 12, Iss 5, p 807 (2020)
op_relation https://www.mdpi.com/2072-4292/12/5/807
https://doaj.org/toc/2072-4292
2072-4292
doi:10.3390/rs12050807
https://doaj.org/article/340cbef0027649659f1b3a12d6b7794c
op_doi https://doi.org/10.3390/rs12050807
container_title Remote Sensing
container_volume 12
container_issue 5
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