Spatial Regionalization of the Arctic Ocean Based on Ocean Physical Property

The Arctic Ocean has a uniquely complex system associated with tightly coupled ocean–ice–atmosphere–land interactions. The Arctic Ocean is considered to be highly susceptible to global climate change, with the potential for dramatic environmental impacts at both regional and global scales, and its s...

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Published inRemote sensing (Basel, Switzerland) Vol. 17; no. 6; p. 1065
Main Authors Yoon, Joo-Eun, Park, Jinku, Kim, Hyun-Cheol
Format Journal Article
LanguageEnglish
Published Basel MDPI AG 01.03.2025
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ISSN2072-4292
2072-4292
DOI10.3390/rs17061065

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Abstract The Arctic Ocean has a uniquely complex system associated with tightly coupled ocean–ice–atmosphere–land interactions. The Arctic Ocean is considered to be highly susceptible to global climate change, with the potential for dramatic environmental impacts at both regional and global scales, and its spatial differences particularly have been exacerbated. A comprehensive understanding of Arctic Ocean environmental responses to climate change thus requires classifying the Arctic Ocean into subregions that describe spatial homogeneity of the clusters and heterogeneity between clusters based on ocean physical properties and implementing the regional-scale analysis. In this study, utilizing the long-term optimum interpolation sea surface temperature (SST) datasets for the period 1982–2023, which is one of the essential indicators of physical processes, we applied the K-means clustering algorithm to generate subregions of the Arctic Ocean, reflecting distinct physical characteristics. Using the variance ratio criterion, the optimal number of subregions for spatial clustering was 12. Employing methods such as information mapping and pairwise multi-comparison analysis, we found that the 12 subregions of the Arctic Ocean well represent spatial heterogeneity and homogeneity of physical properties, including sea ice concentration, surface ocean currents, SST, and sea surface salinity. Spatial patterns in SST changes also matched well with the boundaries of clustered subregions. The newly identified physical subregions of the Arctic Ocean will contribute to a more comprehensive understanding of the Arctic Ocean’s environmental response to accelerating climate change.
AbstractList The Arctic Ocean has a uniquely complex system associated with tightly coupled ocean–ice–atmosphere–land interactions. The Arctic Ocean is considered to be highly susceptible to global climate change, with the potential for dramatic environmental impacts at both regional and global scales, and its spatial differences particularly have been exacerbated. A comprehensive understanding of Arctic Ocean environmental responses to climate change thus requires classifying the Arctic Ocean into subregions that describe spatial homogeneity of the clusters and heterogeneity between clusters based on ocean physical properties and implementing the regional-scale analysis. In this study, utilizing the long-term optimum interpolation sea surface temperature (SST) datasets for the period 1982–2023, which is one of the essential indicators of physical processes, we applied the K-means clustering algorithm to generate subregions of the Arctic Ocean, reflecting distinct physical characteristics. Using the variance ratio criterion, the optimal number of subregions for spatial clustering was 12. Employing methods such as information mapping and pairwise multi-comparison analysis, we found that the 12 subregions of the Arctic Ocean well represent spatial heterogeneity and homogeneity of physical properties, including sea ice concentration, surface ocean currents, SST, and sea surface salinity. Spatial patterns in SST changes also matched well with the boundaries of clustered subregions. The newly identified physical subregions of the Arctic Ocean will contribute to a more comprehensive understanding of the Arctic Ocean’s environmental response to accelerating climate change.
Audience Academic
Author Kim, Hyun-Cheol
Yoon, Joo-Eun
Park, Jinku
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Snippet The Arctic Ocean has a uniquely complex system associated with tightly coupled ocean–ice–atmosphere–land interactions. The Arctic Ocean is considered to be...
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SubjectTerms Algorithms
Analysis
Arctic Ocean
Arctic zone
Atmosphere
Climate change
Climatic changes
Cluster analysis
Clustering
Complex systems
Datasets
Environmental impact
Global climate
Heterogeneity
Homogeneity
Marine environment
Meteorological satellites
Ocean
Ocean circulation
Ocean currents
ocean physical property
Optimization
Performance evaluation
Physical characteristics
Physical properties
Regional analysis
Regions
Salinity
Sea currents
Sea ice
Sea surface temperature
spatial clustering
Spatial heterogeneity
Variables
Vector quantization
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Title Spatial Regionalization of the Arctic Ocean Based on Ocean Physical Property
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Volume 17
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