Developing a Subswath-Based Wind Speed Retrieval Model for Sentinel-1 VH-Polarized SAR Data Over the Ocean Surface

被引:12
作者
Zhang, Kangyu [1 ,2 ]
Huang, Jingfeng [1 ,2 ]
Mansaray, Lamin R. [3 ,4 ]
Guo, Qiaoying [5 ]
Wang, Xiuzhen [6 ]
机构
[1] Zhejiang Univ, Inst Appl Remote Sensing & Informat Technol, Hangzhou 310058, Zhejiang, Peoples R China
[2] State Ocean Adm, State Key Lab Satellite Ocean Environm Dynam, Inst Oceanog 2, Hangzhou 310012, Zhejiang, Peoples R China
[3] Zhejiang Univ, Key Lab Agr Remote Sensing & Informat Syst, Hangzhou 310058, Zhejiang, Peoples R China
[4] Sierra Leone Agr Res Inst, Dept Agrometeorol & Geoinformat, Magbosi Land Water & Environm Res Ctr, PMB 1313, Freetown, Sierra Leone
[5] Zhejiang Univ, Key Lab Environm Remediat & Ecol Hlth, Minist Educ, Hangzhou 310058, Zhejiang, Peoples R China
[6] Hangzhou Normal Univ, Inst Remote Sensing & Earth Sci, Hangzhou 311121, Zhejiang, Peoples R China
来源
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING | 2019年 / 57卷 / 03期
基金
中国国家自然科学基金;
关键词
Cross-polarization; ocean surface wind; Sentinel-1; synthetic aperture radar (SAR); wind speed retrieval; C-BAND; VECTOR WINDS; RADAR; SCATTERING;
D O I
10.1109/TGRS.2018.2867438
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
This paper evaluates the capability of Sentinel-1 VH-polarized synthetic aperture radar signals, involving 738 scenes in the interferometric wide swath (IW) mode, for ocean surface wind speed retrieval using a novel subswath-based C-band cross-polarized ocean model. When compared with in situ measurements, it is observed that wind speed retrieval accuracy varies progressively along swath, with the most accurate wind speed retrievals being derived from subswath 3 [root-mean-square error (RMSE) of 1.82 m.s(-1)], followed by subswath 2 (RMSE of 1.92 m.s(-1)), while subswath 1 showed the lowest retrieval accuracy (RMSE of 2.37 m.s(-1)). The average RMSE of wind speeds retrieved from all the three subswaths is 2.08 m.s(-1) under low-to-high wind speed regimes (wind speeds < 25 m.s(-1)). We further observed that the dependence of VH-polarized normalized radar cross section (NRCS) on incidence angle is attributable to the high and changing noise equivalent sigma zero (NESZ) with incidence angle under low-to-moderate wind speed regimes. And that strong VH-polarized radar signals could overcome the NESZ effect, thereby eliminating the dependence of VH-polarized NRCS on incidence angle under strong wind conditions. For Sentinel-1 IW mode VH-polarized data, the effect of NESZ could be ignored when wind speeds are greater than 15 m.s(-1), as a better wind speed retrieval performance of these data has been recorded in this paper at wind speeds greater than 10 m.s(-1), owing to an RMSE below 1.6 m.s(-1) and biases ranging from -0.5 to 0.5 m.s(-1).
引用
收藏
页码:1561 / 1572
页数:12
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