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A GIS-based approach for earthquake loss estimation based on the immediate extraction of damaged buildings

机译:一种基于GIS的地震损失估算方法,基于立即提取受损建筑物

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ABSTRACT With the remote sensing technology is possible to predict estimations of the expected number of killed or injured people. In this study, a loss estimation method is proposed by combining data from remote sensing technology and geographic information system (GIS). For the image processing, we assume the damage area with a rougher texture when compared with undamaged areas. Extracted textures were later considered as the decision-making basis for the building damage level determination. We prepared the GIS database with information on the land use, structural material and building occupancy. Considering the influence of time in the building occupancy, two periods were considered (activity and inactivity) for each land use. The model estimates casualties based on the population residing in each building and according to the time of the earthquake, structure material of each building and destruction percentage. The approach was tested on Ahar and Varzaghan cities of Iran using 0.5 m resolution pan-sharpened Geo-Eye 1 imagery. The root-mean-square error (RMSE) for the number of injured and killed people was determined, considering field teams' data and predicted data. RMSE for injured population was estimated in 0.040 and RMSE for fatal casualties was estimated in 0.025.
机译:摘要借助遥感技术,可以预测对预期死亡或受伤人数的估计。在这项研究中,提出了一种结合遥感技术和地理信息系统(GIS)数据的损失估计方法。对于图像处理,我们假设损坏区域与未损坏区域相比具有较粗糙的纹理。提取的纹理后来被认为是确定建筑物损坏程度的决策依据。我们准备了GIS数据库,其中包含有关土地使用,结构材料和建筑物占用的信息。考虑到时间对建筑物占用的影响,考虑了每种土地使用的两个时间段(活动和不活动)。该模型根据居住在每栋建筑物中的人口并根据地震发生的时间,每栋建筑物的结构材料和破坏百分比来估计人员伤亡。使用0.5 m分辨率的全锐化Geo-Eye 1影像在伊朗的Ahar和Varzaghan城市进行了测试。确定了伤亡人数的均方根误差(RMSE),其中考虑了现场团队的数据和预测数据。受伤人口的RMSE估计为0.040,致命伤亡的RMSE估计为0.025。

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