Assessment of debris flow hazards using a Bayesian network
文献类型：期刊论文
| 作者 | Liang, WJ ; Zhuang, DF ; Jiang, D ; Pan, JJ ; Ren, HY |
| 刊名 | GEOMORPHOLOGY
 |
| 出版日期 | 2012 |
| 卷号 | 171页码:94-100 |
| 通讯作者 | Jiang, D |
| 英文摘要 | Comprehensive assessment of debris flow hazard risk is challenging due to the complexity and uncertainties of various related factors. A reasonable and reliable assessment should be based on sufficient data and realistic approaches. This study presents a novel appeoach for assessing debris flow hazard risk using BN (Bayesian Network) and domain knowledge. Based on the records of debris flow hazards and geomorphological/environmental data for the Chinese mainland, approaches based on BN, SVM (Support Vector Machine) and ANN (Artificial Neural Network) were compared. BN provided the highest values of hazard detection probability, precision, and AUC (area under the receiver operating characteristic curve). The BN model is useful for mapping and assessing debris flow hazard risk on a national scale. |
| 收录类别 | SCI |
| 资助信息 | Ministry of Science and Technology of China 2008BAK50B01 201208018;National Natural Science Foundation of China 40830637 |
| 语种 | 英语 |
| 公开日期 | 2012-11-07 |
| 源URL | [http://ir.igsnrr.ac.cn/handle/311030/27017]  |
| 专题 | 地理科学与资源研究所_研究生部 |
| 推荐引用方式 GB/T 7714 | Liang, WJ,Zhuang, DF,Jiang, D,et al. Assessment of debris flow hazards using a Bayesian network[J]. GEOMORPHOLOGY,2012,171:94-100. |
| APA | Liang, WJ,Zhuang, DF,Jiang, D,Pan, JJ,&Ren, HY.(2012).Assessment of debris flow hazards using a Bayesian network.GEOMORPHOLOGY,171,94-100. |
| MLA | Liang, WJ,et al."Assessment of debris flow hazards using a Bayesian network".GEOMORPHOLOGY 171(2012):94-100. |
入库方式： OAI收割
来源：地理科学与资源研究所
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