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作 者:Limei Wang Guowang Jin Xin Xiong
机构地区:[1]Institute of Geospatial Information,Information Engineering University,Zhengzhou 450001,China
出 处:《Journal of Earth Science》2023年第3期868-878,共11页地球科学学刊(英文版)
基 金:funded by the National Natural Science Foundation of China(Nos.41474010,61401509)。
摘 要:Single-sensor monitoring of flood events at high spatial and temporal resolutions is difficult because of the lack of data owing to instrument defects,cloud contamination,imaging geometry.However,combining multisensor data provides an impressive solution to this problem.In this study,11 synthetic aperture radar(SAR)images and 13 optical images were collected from the Google Earth Engine(GEE)platform during the Sardoba Reservoir flood event to constitute a time series dataset.Threshold-based and indices-based methods were used for SAR and optical data,respectively,to extract the water extent.The final sequential flood water maps were obtained by fusing the results from multisensor time series imagery.Experiments show that,when compare with the Global Surface Water Dynamic(GSWD)dataset,the overall accuracy and Kappa coefficient of the water body extent extracted by our methods range from 98.8%to 99.1%and 0.839 to 0.900,respectively.The flooded extent and area increased sharply to a maximum between May 1 and May 4,and then experienced a sustained decline over time.The flood lasted for more than a month in the lowland areas in the north,indicating that the northern region is severely affected.Land cover changes could be detected using the temporal spectrum analysis,which indicated that detailed temporal information benefiting from the multisensor data is highly important for time series analyses.
关 键 词:multitemporal flood monitoring SAR-optical data integration flood area assessment remote sensing flood control
分 类 号:TV697.13[水利工程—水利水电工程] TV122
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