Intercomparison of Arctic Sea Ice Backscatter and Ice Type Classification Using Ku-Band and C-Band Scatterometers

被引:12
|
作者
Zhang, Zhilun [1 ,2 ,3 ]
Yu, Yining [1 ,2 ,3 ]
Shokr, Mohammed [4 ]
Li, Xinqing [1 ,2 ,3 ]
Ye, Yufang [1 ,2 ,3 ]
Cheng, Xiao [1 ,2 ,3 ]
Chen, Zhuoqi [1 ,2 ,3 ]
Hui, Fengming [1 ,2 ,3 ]
机构
[1] Sun Yat Sen Univ, Sch Geospatial Engn & Sci, Guangzhou 510275, Peoples R China
[2] Southern Marine Sci & Engn Guangdong Lab Zhuhai, Zhuhai 519082, Peoples R China
[3] Univ Corp Polar Res, Beijing 100875, Peoples R China
[4] Environm & Climate Change Canada, Sci & Technol Branch, Toronto, ON M3H5T4, Canada
基金
中国国家自然科学基金;
关键词
Radar measurements; Sea ice; Arctic; Microwave radiometry; Backscatter; Satellite broadcasting; Microwave integrated circuits; Arctic sea ice; C-band scatterometer; Ku-band scatterometer; multiyear ice (MYI) classification; rotating fan-beam scatterometer (RFSCAT); AMSR-E; RESOLUTION ENHANCEMENT; VARIABILITY; CANADA; ALGORITHM; TRENDS; CHARTS; ECICE; SAR;
D O I
10.1109/TGRS.2021.3099835
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
As a result of global warming, multiyear ice (MYI) is being replaced by first-year ice (FYI) in the Arctic. Microwave scatterometers in the Ku-band and C-band can provide daily observations of sea ice type. However, their comparative capabilities in mapping ice type have not been thoroughly evaluated. We present a systematic intercomparison of the backscatter signature in VV polarization ( ${sigma}_{{vv}}<^>{{o}})$ and the sea ice classification from three scatterometer systems using the same ice classification approach. The systems are the Ku-band quick scatterometer (QSCAT) and the newly launched Chinese rotating fan-beam scatterometer (RFSCAT) and the C-band advanced scatterometer (ASCAT). Three freezing seasons are used, i.e., 2007/08 and 2008/09 for the QSCAT/ASCAT comparison and 2019/20 for the RFSCAT/ASCAT comparison. With reference to ASCAT, ${sigma}_{{vv}}<^>{{o}}$ bias between QSCAT and RFSCAT results from their different incidence angles. A continuous declining trend of ${sigma }_{{vv}}<^>{{o}}$ from MYI and FYI is observed during winter, with a greater difference between MYI and FYI in the Ku-band. The MYI and FYI extent derived from QSCAT/RFSCAT is highly consistent with that derived from ASCAT, with a difference less than 7% and 3% for MYI and FYI, respectively. The overall accuracy (OA) is around 77% and 80% for the RFSCAT results and ASCAT results, respectively, compared with Sentinel-1 SAR images. The classification results show high consistency (81%-89%) with ice charts from the Canadian Ice Service. The incorporation of ${{Tb}}_{36{h}}$ from AMSR-E/AMSR2 improves the OA of the classification when using ASCAT or RFSCAT by 7%-11%.
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页数:18
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