An improved current retrieval method for ice-edge eddies from multi-sensor remote sensing image sequences

被引:0
作者
Yang, Xue [1 ,2 ]
Chong, Jinsong [1 ,2 ,3 ]
Zhao, Yawei [1 ]
Zhao, Wenjia [1 ,2 ]
机构
[1] Chinese Acad Sci, Aerosp Informat Res Inst, Natl Key Lab Microwave Imaging Technol, Beijing, Peoples R China
[2] Univ Chinese Acad Sci, Sch Elect Elect & Commun Engn, Beijing, Peoples R China
[3] Chinese Acad Sci, Aerosp Informat Res Inst, Natl Key Lab Microwave Imaging Technol, 19 North Fourth Ring West Rd, Beijing 100190, Peoples R China
基金
中国国家自然科学基金;
关键词
Remote sensing; time series images; sea surface currents; ice-edge eddies;
D O I
10.1080/01431161.2024.2337611
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
Eddies in the Marginal Ice Zones (MIZ) contribute to an enhanced melting of sea ice by forcing contact between the sea ice and the warmer water off the ice edge. The horizontal current field can be retrieved by tracking the movement of ice floes between sequential satellite images. However, the traditional method of current retrieval imposes stringent requirements on the time intervals between sequential images, and the performance of the traditional method diminishes rapidly with increasing time intervals. In this paper, an improved method of retrieving currents from multi-sensor remote sensing images is proposed, which can significantly improve the accuracy of current retrieval. The method first extracts feature from remote sensing images based on texture features and a support vector machine model and then extracts prior information about the ice-edge eddy from the first two remote sensing images. Under the guidance of prior information, horizontal currents of the eddy are retrieved by tracking the movement of sea ice from sequential remote sensing images. The proposed method was used to retrieve currents from Sentinel-1 and Sentinel-2 sequential images over the MIZ of the Fram Strait. Comparisons with the traditional method show encouraging results that the proposed method can significantly reduce the number of mismatches and improve the reliability of current vectors.
引用
收藏
页码:2739 / 2760
页数:22
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