Flood monitoring in an Giang Province, Vietnam using global flood mapper and Sentinel-1 SAR

大洪水 合成孔径雷达 遥感 数字高程模型 专题制图器 土地覆盖 环境科学 卫星图像 土地利用 地质学 地理 工程类 土木工程 考古
作者
Ashraf Afifi,Ahmed Magdy
出处
期刊:Remote Sensing Letters [Taylor & Francis]
卷期号:15 (9): 883-892
标识
DOI:10.1080/2150704x.2024.2388846
摘要

According to the 2018 report of the United Nations Office for Disaster Risk Reduction (UNISDR), the total number of recorded flood events between 1998 and 2017 was 3,148. This means there is an average of 13 monthly floods on our Earth. Satellite monitoring using Sentinel-1 synthetic aperture radar (SAR) can be effectively used to map floods. It provides a short revisit time, a high spatial resolution of 5 m, and a swath of up to 400 km. In this study, we compare two promising flood mapping algorithms to map floods which are common phenomena in the An Giang area, and to monitor the mapping difficulty of flood peaks. The two mapping algorithms are Global Flood Mapper (GFM), an open-source Google Earth Engine (GEE) application; and the other algorithm implemented the Otsu threshold method and change detection approach. They were visually compared using Sentinel-2 optical data and a land-use land cover (LULC) map of An Giang, Vietnam. The results show that the GFM overcomes the misclassification of flooded and non-flooded areas. A good statistical agreement showed that the performance of flood maps derived from the modified GFM algorithm on Sentinel-1 VH-VV-VH RGB composite and Sentinel-2 images have better accuracy than the Otsu Sentinel-1 technique by ∼20%.

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