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首页> 外文期刊>Advances in Meteorology >Downscaling MODIS Surface Reflectance to Improve Water Body Extraction
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Downscaling MODIS Surface Reflectance to Improve Water Body Extraction

机译:降低MODIS表面反射率以改善水体提取

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摘要

Inland surface water is essential to terrestrial ecosystems and human civilization. Accurate mapping of surface water dynamic is vital for both scientific research and policy-driven applications. MODIS provides twice observation per day, making it perfect for monitoring temporal water dynamic. Although MODIS provides two bands at 250 m resolution, accurately deriving water area always depends on observations from the spectral bands with 500 m resolution, which limits its discrimination ability over small lakes and rivers. The paper presents an automated method for downscaling the 500 m MODIS surface reflectance (SR) to 250 m to improve the spatial discrimination of water body extraction. The method has been tested at Co Ngoin and Co Bangkog in Qinghai-Tibet plateau. The downscaled SR and the derived water bodies were compared to SR and water body mapped from Landsat-7 ETM+ images were acquired on the same date. Consistency metrics were calculated to measure their agreement and disagreement. The comparisons indicated that the downscaled MODIS SR showed significant improvement over the original 500 m observations when compared with Landsat-7 ETM+ SR, and both commission and omission errors were reduced in the derived 250 m water bodies.
机译:内陆地表水对于陆地生态系统和人类文明至关重要。准确绘制地表水动态图对于科学研究和政策驱动的应用都至关重要。 MODIS每天提供两次观测,使其非常适合监测时间水动态。尽管MODIS提供了两个分辨率为250 m的波段,但准确得出水域面积始终取决于分辨率为500 m的光谱波段的观测结果,这限制了它在小湖泊和河流上的分辨能力。本文提出了一种将500 m MODIS表面反射率(SR)缩小至250 m的自动方法,以改善水体提取的空间判别能力。该方法已在青藏高原的Co Ngoin和Co Bangkog进行了测试。将缩小的SR和派生的水体与SR进行比较,并在同一日期从Landsat-7 ETM +图像中绘制水体图。计算一致性度量以度量其同意和不同意。比较结果表明,与Landsat-7 ETM + SR相比,缩小后的MODIS SR相对于最初的500 m观测值显示出显着改善,并且在派生的250 m水体中减少了佣金和遗漏误差。

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