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Landslide susceptibility mapping using an integrated model of information value method and logistic regression in the Bailongjiang watershed, Gansu Province, China

文献类型:期刊论文

作者DU Guo-liang; ZHANG Yong-shuang; IQBAL Javed; YANG Zhi-hua; YAO Xin
刊名Journal of Mountain Science
出版日期2017-02
卷号14期号:2页码:249-268
关键词Landslide Susceptibility Integrated Model Information Value Method Logistic Regression Bailongjiang Watershed
ISSN号1672-6316
DOI10.1007/s11629-016-4126-9
通讯作者ZHANG Yong-shuang
文献子类期刊论文
英文摘要Bailongjiang watershed in southern Gansu province, China,is one of the most landslide-prone regionsin China, characterized by very high frequency of landslide occurrence. In order to predict the landslide occurrence, a comprehensive map of landslide susceptibility is required which may be significantly helpful in reducing loss of property and human life. In this study, an integrated model of information value method and logistic regression is proposed by using their merits at maximum and overcoming their weaknesses, which may enhance precision and accuracy of landslide susceptibility assessment. A detailed and reliable landslide inventory with 1587 landslides was prepared and randomly divided into two groups, (i) training dataset and (ii) testing dataset. Eight distinct landslide conditioning factors including lithology, slope gradient, aspect, elevation, distance to drainages, distance to faults, distance to roads and vegetation coverage were selected for landslide susceptibility mapping. The produced landslide susceptibility maps were validated by the success rate and prediction rate curves. The validation results show that the success rate and the prediction rate of the integrated model are 81.7% and 84.6%, respectively, which indicate that the proposed integrated method is reliable to produce an accurate landslide susceptibility map and the results may be used for landslides management and mitigation.
语种英语
源URL[http://ir.imde.ac.cn/handle/131551/18416]  
专题Journal of Mountain Science _Journal of Mountain Science-2017_Vol14 No.2
推荐引用方式
GB/T 7714
DU Guo-liang,ZHANG Yong-shuang,IQBAL Javed,et al. Landslide susceptibility mapping using an integrated model of information value method and logistic regression in the Bailongjiang watershed, Gansu Province, China[J]. Journal of Mountain Science,2017,14(2):249-268.
APA DU Guo-liang,ZHANG Yong-shuang,IQBAL Javed,YANG Zhi-hua,&YAO Xin.(2017).Landslide susceptibility mapping using an integrated model of information value method and logistic regression in the Bailongjiang watershed, Gansu Province, China.Journal of Mountain Science,14(2),249-268.
MLA DU Guo-liang,et al."Landslide susceptibility mapping using an integrated model of information value method and logistic regression in the Bailongjiang watershed, Gansu Province, China".Journal of Mountain Science 14.2(2017):249-268.

入库方式: OAI收割

来源:成都山地灾害与环境研究所

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