Climate Change Data Portal
DOI | 10.1007/s11069-020-04066-w |
Using Dempster–Shafer theory to model earthquake events | |
Mokarram M.; Pourghasemi H.R.; Tiefenbacher J.P. | |
发表日期 | 2020 |
ISSN | 0921030X |
起始页码 | 1943 |
结束页码 | 1959 |
卷号 | 103期号:2 |
英文摘要 | In this study, Dempster–Shafer theory (DST) is integrated into a geographic information system to model vulnerability of the land surface to earthquake events in northwestern Kermanshah Province, Iran, to predict where damage is most likely to occur. DST has never been used to spatially model earthquake vulnerability. To achieve this, data layers for several environmental attributes—aspect, elevation, lithology, slope angle, land use, distance from river courses, distance from roads, and distance from faults—were compiled in ArcGIS 10.2.2 software. Using membership functions, fuzzy maps were generated for each parameter. These fuzzy maps provided input data for the DST model. The predicted values were analyzed and compared at three confidence levels to determine the effectiveness of the model. The results are that 11.14%, 14.14%, and 17.18% (95%, 99%, and 99.5% confidence levels, respectively) of the study area are predicted to be susceptible to earthquakes based on receiver operating characteristic curves. The results also show that, according to the area under the curve (AUC) values (0.967, 0.828, and 0.849 for 95%, 99%, and 99.5% confidence levels, respectively), DST model generates earthquake zoning maps with high accuracy. Therefore, this model can be used for generating earthquake zoning maps with confidence levels that best suit the economic conditions and significance of the region. © 2020, Springer Nature B.V. |
关键词 | Dempster–Shafer theory (DST)EarthquakesFuzzy mappingGeographic information system (GIS)Spatial modeling |
英文关键词 | earthquake event; GIS; land surface; seismic zone; vulnerability; Iran; Kermanshah |
语种 | 英语 |
来源期刊 | Natural Hazards
![]() |
文献类型 | 期刊论文 |
条目标识符 | http://gcip.llas.ac.cn/handle/2XKMVOVA/205840 |
作者单位 | Department of Range and Watershed Management, College of Agriculture and Natural Resources of Darab, Shiraz University, Darab, 71946-84471, Iran; Department of Natural Resources and Environmental Engineering, College of Agriculture, Shiraz University, Shiraz, Iran; Department of Geography, Texas State University, San Marcos, TX, United States |
推荐引用方式 GB/T 7714 | Mokarram M.,Pourghasemi H.R.,Tiefenbacher J.P.. Using Dempster–Shafer theory to model earthquake events[J],2020,103(2). |
APA | Mokarram M.,Pourghasemi H.R.,&Tiefenbacher J.P..(2020).Using Dempster–Shafer theory to model earthquake events.Natural Hazards,103(2). |
MLA | Mokarram M.,et al."Using Dempster–Shafer theory to model earthquake events".Natural Hazards 103.2(2020). |
条目包含的文件 | 条目无相关文件。 |
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。