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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:使用多源卫星图像时间序列评估飓风玛丽亚后波多黎各的电力和基础设施恢复

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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:2017年9月,波多黎各遭受了5级飓风(玛丽亚)的严重破坏。金钱损失总额估计为-920亿美元,是美国历史上第三昂贵的热带气旋。对这种破坏的反应已得到缓和和缓慢的发展,最近的估计是在风暴过后的三个月中,有45%的人口没有电力。因此,我们开发了一种独特的数据融合映射方法,称为城市发展指数(UDI)和新的开源工具彗星时间序列(CometTS),以分析波多黎各的电力和基础设施的恢复情况。我们的方法结合了时间序列可视化和变更检测映射的组合,以创建电力或基础设施损失的描述。它还对仍在努力恢复中的区域提供了独特的独立评估。对于此工作流程,我们的时间序列方法结合了Suomi国家极地轨道合作伙伴可见红外成像辐射计套件(NPP VIIRS)的夜间图像。来自两颗Landsat卫星的多光谱图像,美国人口普查数据以及众包的建筑物占地面积标签。根据我们的方法,我们可以识别和评估:1)与暴风雨前相比的电力恢复; 2)尚未从暴风雨中恢复的潜在受损基础设施的位置;以及3)没有电的人数随着时间的推移。截至2018年5月31日,全岛观测到的亮度下降表示13.9%+/- 5.6%的人仍然没有电力和/或失去了13.2%+/- 5.3%的基础设施。相比之下,波多黎各电力局表示,不到1%的客户仍然没有电。

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