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MAPPING GLOBAL EXPOSURE FROM SPACE: A REVIEW OF EXISTING PRODUCTS AND COMPARISON OF TWO NEW LAYERS OF GLOBAL URBAN EXTENT

机译:从空间映射全球暴露:现有产品的回顾和全球城市范围的两个新层次的比较

摘要

In order to assess and quantify earthquake risk over large spatial extents on a global or regional scale spatial data localizing human assets is on strong demand. However, due to the large-scale extent of human activities on our planet, the scientific community has been lacking tools and methodologies to capture the entity of elements at risk, especially with enhanced thematic and geometric detail on global scale. First generation of global land cover datasets and maps of urban extent produced since the millenium relied on coarse resolution satellitesensors such as MODIS or DMSP-OLS. Despite the availability of finer scale imagery no other product of global coverage has been made available until today. However, global human exposure mapping from remote sensing is now entering a new era and new products currently in the making such as the Global Urban Footprint and the Global Human Settlement Layer will deliver spatial information on human settlements at unprecedented spatial resolutions. Once available on a global scale, these layers will improve significantly the knowledge base for the localization of human assets with regard to georisks. This work reviews past mapping products of coarse geometric resolution and further presents first validation efforts of the two new layers based on standard accuracy measures with regard to a geometrically and thematically highly resolved building reference. This first assessment reveals that the high resolution settlement layers produce comparable outputs that are capable of mapping even smaller settlements in low-density rural areas although significant over-classification due to the specific characteristics of each classifier is obvious. To gain a deeper understanding of these layers further validations efforts using pattern-based regression analysis and measures of inter-map agreement are currently underway.
机译:为了在全球或区域范围内在较大的空间范围内评估和量化地震风险,迫切需要本地化人力资产的空间数据。然而,由于人类活动在我们星球上的大规模开展,科学界一直缺乏工具和方法来捕获处于危险之中的元素的实体,尤其是在全球范围内增强了主题和几何细节。自千年以来,第一代全球土地覆盖数据集和城市范围地图就产生于诸如MODIS或DMSP-OLS之类的粗分辨率卫星传感器。尽管可以获得更精细的图像,但直到今天为止,还没有其他产品可以覆盖全球。但是,来自遥感的全球人类暴露地图正在进入一个新时代,目前正在开发的新产品,例如全球城市足迹和全球人类住区层,将以前所未有的空间分辨率提供有关人类住区的空间信息。一旦在全球范围内可用,这些层将大大改善有关地质风险的人力资产本地化的知识库。这项工作回顾了过去具有粗略几何分辨率的制图产品,并进一步针对基于几何和主题的高度解析的建筑参考,基于标准精度度量,对两个新层进行了首次验证。最初的评估表明,高分辨率沉降层产生的可比输出能够绘制低密度农村地区甚至更小的聚居区,尽管由于每个分类器的特定特征而造成的明显过度分类是显而易见的。为了加深对这些图层的了解,目前正在使用基于模式的回归分析和地图间一致性度量进行进一步的验证工作。

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