Robust design of self-starting drains using Random Forest
文献类型：期刊论文
| 作者 | Ge Qi; Liu Zhong-qiang; Sun Hong-yue; Lang, Dominik; Shuai Fei-xiang; Shang Yue-quan; Zhang Ying-qiu |
| 刊名 | JOURNAL OF MOUNTAIN SCIENCE
 |
| 出版日期 | 2021 |
| 卷号 | 18期号:4页码:973-989 |
| 关键词 | Landslides Self-starting drains Random Forest Robust geotechnical design |
| ISSN号 | 1672-6316 |
| 英文摘要 | Groundwater lowering is one of the most important countermeasures to avoid the risk of rainfall-triggered landslides. However, the long-term reliability of many drainage methods is often a matter of concern since the drains may easily get clogged. A new hydraulic-driven self-starting drainage method is presented in this paper. In the proposed Random Forest (RF) based robust design approach for the self-starting drains, the datasets are generated using an automatically controlled numerical modeling technology. The deterministic analysis is carried out based on uncertain soil parameters and the specific designs selected using Uniform Design (UD). The ensemble of RF models is applied in the design process to improve computing efficiency. Safety requirements, design robustness, and cost efficiency are simultaneously considered utilizing multi-objective optimization. A straightforward and efficient framework that focuses on difficulties caused by an enormous design space is established for the robust design of the self-starting drains, and improved computation efficiency is achieved. The effectiveness of the proposed approach is illustrated with a case study, the Qili landslide in Zhejiang Province, China. |
| 语种 | 英语 |
| 源URL | [http://ir.imde.ac.cn/handle/131551/57319]  |
| 专题 | Journal of Mountain Science_Journal of Mountain Science-2021_Vol18 No.4 |
| 推荐引用方式 GB/T 7714 | Ge Qi,Liu Zhong-qiang,Sun Hong-yue,et al. Robust design of self-starting drains using Random Forest[J]. JOURNAL OF MOUNTAIN SCIENCE,2021,18(4):973-989. |
| APA | Ge Qi.,Liu Zhong-qiang.,Sun Hong-yue.,Lang, Dominik.,Shuai Fei-xiang.,...&Zhang Ying-qiu.(2021).Robust design of self-starting drains using Random Forest.JOURNAL OF MOUNTAIN SCIENCE,18(4),973-989. |
| MLA | Ge Qi,et al."Robust design of self-starting drains using Random Forest".JOURNAL OF MOUNTAIN SCIENCE 18.4(2021):973-989. |
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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