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A global, high-resolution (30-m) inland water body dataset for 2000: first results of a topographic-spectral classification algorithm

机译:2000年全球高分辨率(30米)内陆水体数据集:地形光谱分类算法的初步结果

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摘要

The science and management of terrestrial ecosystems require accurate, high-resolution mapping of surface water. We produced a global, 30-m-resolution inland surface water dataset with an automated algorithm using Landsat-based surface reflectance estimates, multispectral water and vegetation indices, terrain metrics, and prior coarse-resolution water masks. The dataset identified 3,650,723 km(2) of inland water globally - nearly three quarters of which was located in North America (40.65%) and Asia (32.77%), followed by Europe (9.64%), Africa (8.47%), South America (6.91%), and Oceania (1.57%). Boreal forests contained the largest portion of terrestrial surface water (25.03% of the global total), followed by the nominal inland water' biome (16.36%), tundra (15.67%), and temperate broadleaf and mixed forests (13.91%). Agreement with respect to the Moderate-resolution Imaging Spectroradiometer water mask and Landsat-based national land-cover datasets was very high, with commission errors <4% and omission errors <14% relative to each. Most of these were accounted for in the seasonality of water cover, snow and ice, and clouds - effects which were compounded by differences in image acquisition date relative to reference datasets. The Global Land Cover Facility (GLCF) inland surface water dataset is available for open access at the GLCF website (http://www.landcover.org).
机译:陆地生态系统的科学和管理要求对地表水进行精确的高分辨率制图。我们使用基于Landsat的地表反射率估算值,多光谱水和植被指数,地形度量以及先前的粗分辨率水罩,使用自动算法生成了一个全球分辨率为30米的内陆地表水数据集。该数据集确定了全球3,650,723 km(2)的内陆水-其中近四分之三位于北美(40.65%)和亚洲(32.77%),其次是欧洲(9.64%),非洲(8.47%),南美(6.91%)和大洋洲(1.57%)。北方森林中陆地表层水的份额最大(占全球总量的25.03%),其次是内陆水域标称生物群落(16.36%),苔原(15.67%)以及温带阔叶和混交林(13.91%)。关于中等分辨率成像光谱仪水罩和基于Landsat的国家土地覆盖数据集的一致性非常高,相对于每个而言,佣金误差<4%,遗漏误差<14%。其中大多数是由于水覆盖,雪,冰和云的季节性而造成的,这些影响由于图像获取日期相对于参考数据集的差异而更加复杂。可以在GLCF网站(http://www.landcover.org)上免费获取全球土地覆盖设施(GLCF)内陆地表水数据集。

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