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Assessment of electrical and infrastructure recovery in Puerto Rico following hurricane Maria using a multisource time series of satellite imagery

机译:利用多源时间系列卫星图像飓风玛丽亚飓风玛利亚的电气和基础设施恢复评估

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Puerto Rico suffered severe damage from the category 5 hurricane (Maria) in September 2017. Total monetary damages are estimated to be~92 billion USD, the third most costly tropical cyclone in US history. The response to this damage has been tempered and slow moving, with recent estimates placing 45% of the population without power three months after the storm. Consequently, we developed a unique data-fusion mapping approach called the Urban Development Index (UDI) and new open source tool, Comet Time Series (CometTS), to analyze the recovery of electricity and infrastructure in Puerto Rico. Our approach incorporates a combination of time series visualizations and change detection mapping to create depictions of power or infrastructure loss. It also provides a unique independent assessment of areas that are still struggling to recover. For this workflow, our time series approach combines nighttime imagery from the Suomi National Polar-orbiting Partnership Visible Infrared Imaging Radiometer Suite (NPP VIIRS), multispectral imagery from two Landsat satellites, US Census data, and crowd-sourced building footprint labels. Based upon our approach we can identify and evaluate: 1) the recovery of electrical power compared to pre-storm levels, 2) the location of potentially damaged infrastructure that has yet to recover from the storm, and 3) the number of persons without power over time. As of May 31, 2018, declined levels of observed brightness across the island indicate that 13.9% +/- ~5.6% of persons still lack power and/or that 13.2% +/- ~5.3% of infrastructure has been lost. In comparison, the Puerto Rico Electric Power Authority states that less than 1% of their customers still are without power.
机译:波多黎各在2017年九月遭受了严重的破坏从5级飓风(玛丽亚)总货币损失估计为〜92十亿美元,是美国历史上第三大最昂贵的热带气旋。这种损伤的反应得到了锻炼和移动缓慢,与最近的估计放置人口的45%,无动力风暴后三个月。因此,我们开发了一种叫做城市发展指数(UDI)和新开源工具,彗星时间序列(CometTS),分析电力和基础设施在波多黎各复苏唯一的数据融合映射方法。我们的方法结合时间序列的可视化和变化检测映射的结合,创造能力或基础设施损失的描绘。它还提供了仍在苦苦追地区唯一的独立评估。对于这个工作流,我们的时间序列方法结合了来自芬兰语国家极轨伙伴可见光红外成像辐射计套件(NPP VIIRS),从两个陆地卫星的卫星多光谱图像,美国人口普查数据,夜间图像和人群来源的建设足迹标签。基于我们的方法,我们可以识别和评估:1)电力的恢复相比,预风暴水平,2),目前尚未从风暴中恢复可能受损基础设施的位置,和3)无动力的人数随着时间的推移。作为2018 5月31日,下跌全岛观察到的亮度水平表明,人的13.9%+/-〜5.6%,仍然缺乏动力和/或基础设施13.2%+/-〜5.3%已丢失。相比较而言,波多黎各电力管理局指出,他们的客户不到1%仍然是没有权力。

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