Reconstruction Method of Ocean Front Model Based on Fuzzy Cluster Analysis of Sound Speed Profile

Ocean fronts are mostly determined according to the horizontal temperature gradient, and various selection criteria may lead to different frontal zones. This study proposes a frontal zone delineation method based on sound speed profile. In this paper, the sound speed profile of the Kuroshio intrusio...

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Main Authors: Yuyao Liu, Wen Chen, Wei Chen, Yu Chen, Lina Ma, Zhou Meng
Format: Article
Language:English
Published: IEEE 2021-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9509504/
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spelling doaj-8d32f37566e347f5af1595a7227b3ad02021-08-23T23:01:19ZengIEEEIEEE Access2169-35362021-01-01911271411272510.1109/ACCESS.2021.31037459509504Reconstruction Method of Ocean Front Model Based on Fuzzy Cluster Analysis of Sound Speed ProfileYuyao Liu0https://orcid.org/0000-0002-0397-5618Wen Chen1https://orcid.org/0000-0001-9627-5225Wei Chen2Yu Chen3Lina Ma4Zhou Meng5College of Meteorology and Oceanography, National University of Defense Technology, Changsha, ChinaCollege of Meteorology and Oceanography, National University of Defense Technology, Changsha, ChinaCollege of Meteorology and Oceanography, National University of Defense Technology, Changsha, ChinaCollege of Meteorology and Oceanography, National University of Defense Technology, Changsha, ChinaCollege of Meteorology and Oceanography, National University of Defense Technology, Changsha, ChinaCollege of Meteorology and Oceanography, National University of Defense Technology, Changsha, ChinaOcean fronts are mostly determined according to the horizontal temperature gradient, and various selection criteria may lead to different frontal zones. This study proposes a frontal zone delineation method based on sound speed profile. In this paper, the sound speed profile of the Kuroshio intrusion front in the Luzon Strait is classified via fuzzy cluster analysis based on transitive closure and fuzzy C-means algorithm. At the same time, considering that ocean fronts affect sound propagation, we verify the effectiveness of the two algorithms in terms of sound transmission loss. The results show that in different depth ranges, the effectiveness of the two algorithms differs in identifying the frontal zone. At depth below 300 m, the sound speed profile changes drastically, and fuzzy cluster analysis based on the transitive closure is more effective. At 300–700 m depth where the sound speed profile tends to be stable, the fuzzy C-means algorithm is more effective. At 700–1000 m depth near the SOFAR axis (the depth of the minimum sound speed), fuzzy cluster analysis based on the transitive closure is more effective. Finally, based on the sound speed profile, we combine both algorithms for the first time to obtain a three-layer geometric optimized structure of the Kuroshio intrusion front in the Luzon Strait. The classification of sound speed profiles via the two fuzzy cluster algorithms provides a new way to judge the frontal zone in different depth ranges and reconstruct geometric models of ocean fronts.https://ieeexplore.ieee.org/document/9509504/Fuzzy cluster analysisocean frontsound speed profiletransmission loss
collection DOAJ
language English
format Article
sources DOAJ
author Yuyao Liu
Wen Chen
Wei Chen
Yu Chen
Lina Ma
Zhou Meng
spellingShingle Yuyao Liu
Wen Chen
Wei Chen
Yu Chen
Lina Ma
Zhou Meng
Reconstruction Method of Ocean Front Model Based on Fuzzy Cluster Analysis of Sound Speed Profile
IEEE Access
Fuzzy cluster analysis
ocean front
sound speed profile
transmission loss
author_facet Yuyao Liu
Wen Chen
Wei Chen
Yu Chen
Lina Ma
Zhou Meng
author_sort Yuyao Liu
title Reconstruction Method of Ocean Front Model Based on Fuzzy Cluster Analysis of Sound Speed Profile
title_short Reconstruction Method of Ocean Front Model Based on Fuzzy Cluster Analysis of Sound Speed Profile
title_full Reconstruction Method of Ocean Front Model Based on Fuzzy Cluster Analysis of Sound Speed Profile
title_fullStr Reconstruction Method of Ocean Front Model Based on Fuzzy Cluster Analysis of Sound Speed Profile
title_full_unstemmed Reconstruction Method of Ocean Front Model Based on Fuzzy Cluster Analysis of Sound Speed Profile
title_sort reconstruction method of ocean front model based on fuzzy cluster analysis of sound speed profile
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2021-01-01
description Ocean fronts are mostly determined according to the horizontal temperature gradient, and various selection criteria may lead to different frontal zones. This study proposes a frontal zone delineation method based on sound speed profile. In this paper, the sound speed profile of the Kuroshio intrusion front in the Luzon Strait is classified via fuzzy cluster analysis based on transitive closure and fuzzy C-means algorithm. At the same time, considering that ocean fronts affect sound propagation, we verify the effectiveness of the two algorithms in terms of sound transmission loss. The results show that in different depth ranges, the effectiveness of the two algorithms differs in identifying the frontal zone. At depth below 300 m, the sound speed profile changes drastically, and fuzzy cluster analysis based on the transitive closure is more effective. At 300–700 m depth where the sound speed profile tends to be stable, the fuzzy C-means algorithm is more effective. At 700–1000 m depth near the SOFAR axis (the depth of the minimum sound speed), fuzzy cluster analysis based on the transitive closure is more effective. Finally, based on the sound speed profile, we combine both algorithms for the first time to obtain a three-layer geometric optimized structure of the Kuroshio intrusion front in the Luzon Strait. The classification of sound speed profiles via the two fuzzy cluster algorithms provides a new way to judge the frontal zone in different depth ranges and reconstruct geometric models of ocean fronts.
topic Fuzzy cluster analysis
ocean front
sound speed profile
transmission loss
url https://ieeexplore.ieee.org/document/9509504/
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AT yuchen reconstructionmethodofoceanfrontmodelbasedonfuzzyclusteranalysisofsoundspeedprofile
AT linama reconstructionmethodofoceanfrontmodelbasedonfuzzyclusteranalysisofsoundspeedprofile
AT zhoumeng reconstructionmethodofoceanfrontmodelbasedonfuzzyclusteranalysisofsoundspeedprofile
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