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Synthetic aperture radar and optical remote sensing image fusion for flood monitoring in the Vietnam lower Mekong basin: a prototype application for the Vietnam Open Data Cube

机译:越南下湄公河流域洪水监测的合成孔径雷达和光学遥感图像融合:越南开放数据多维数据集的原型应用

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Flood monitoring systems are crucial for flood management and consequence mitigation in flood prone regions. Different remote sensing techniques are increasingly used for this purpose. However, the different approaches suffer various limitations, including cloud and weather effects (optical data), and low spatial resolution and poor colour presentation (synthetic aperture radar data). This study fuses two data types (Landsat and Sentinel-1) to overcome these limitations and produce better quality images for a prototype flood application in the Vietnam Open Data Cube (VODC). Visual and quantitative evaluation of fused image quality revealed improvement in the images compared with the original scenes. Ground-truth data was used to develop the study flood extraction algorithm and we found a good agreement between our results and SERVIR Mekong (a joint initiative by the US agency for International Development (USAID), National Aeronautics and Space Administration (NASA), Myanmar, Thailand, Cambodia, Laos and Vietnam) maps. While the algorithm is run on a personal computer (PC), it has a clear potential to be developed for application on a big data system.
机译:洪水监测系统对于洪水普通地区的洪水管理和后果缓解至关重要。越来越多地用于此目的的不同遥感技术。然而,不同的方法遭受各种限制,包括云和天气效应(光学数据),以及低空间分辨率和较差的颜色呈现(合成孔径雷达数据)。本研究融合了两种数据类型(Landsat和Sentinel-1),以克服这些限制,并在越南开放数据多维数据集(VODC)中产生更好的质量图像。与原始场景相比,融合图像质量的视觉和定量评估揭示了图像的改善。地面真理数据用于开发研究泛滥提取算法,我们在我们的结果和仆从湄公河之间找到了一项良好的一致性(美国国际发展机构(美国美国国家航空航天局(美国宇航局),缅甸(美国宇航局) ,泰国,柬埔寨,老挝和越南)地图。虽然算法在个人计算机(PC)上运行,但它具有明确的潜力,可以在大数据系统上进行应用。

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