Intelligent Prediction Model (IPM) of Foundation Pit Displacement Based on Extreme Learning Machine (ELM) and Its Application
文献类型：期刊论文
| 作者 | Liu, Shangge; Sun, Changzhong; Zhou, Hui; Wang, Yuanhai |
| 刊名 | PROCESSES
 |
| 出版日期 | 2022-05-01 |
| 卷号 | 10期号:5 |
| 关键词 | foundation pit deformation extreme learning machine attribute reduction average influence value algorithm |
| 英文摘要 | In order to effectively predict the dynamic displacement and disaster, according to the analysis of the influencing parameters affecting the deformation of a subway foundation pit supported by piles (walls), the rough set attribute reduction method (RSARM) and the average influence value algorithm (AIVA) are used to simplify the influencing factors of foundation pit deformation. Those simplified factors are taken as the input of the ELM, with the output being the displacement of the foundation pit. Finally, the IPM of foundation pit displacement derived from the ELM is obtained, which is finally used for engineering practice. The results show that it is feasible to simplify the influencing factors of the deformation of the foundation pit by RSARM and AIVA. The proposed IPM of foundation pit displacement has high accuracy and good generalization ability, which can be used for the deformation prediction. |
| 学科主题 | Engineering |
| 语种 | 英语 |
| WOS记录号 | WOS:000801243800001 |
| 出版者 | MDPI |
| 源URL | [http://119.78.100.198/handle/2S6PX9GI/34714]  |
| 专题 | 中科院武汉岩土力学所 |
| 作者单位 | Chinese Academy of Sciences; Wuhan Institute of Rock & Soil Mechanics, CAS |
| 推荐引用方式 GB/T 7714 | Liu, Shangge,Sun, Changzhong,Zhou, Hui,et al. Intelligent Prediction Model (IPM) of Foundation Pit Displacement Based on Extreme Learning Machine (ELM) and Its Application[J]. PROCESSES,2022,10(5). |
| APA | Liu, Shangge,Sun, Changzhong,Zhou, Hui,&Wang, Yuanhai.(2022).Intelligent Prediction Model (IPM) of Foundation Pit Displacement Based on Extreme Learning Machine (ELM) and Its Application.PROCESSES,10(5). |
| MLA | Liu, Shangge,et al."Intelligent Prediction Model (IPM) of Foundation Pit Displacement Based on Extreme Learning Machine (ELM) and Its Application".PROCESSES 10.5(2022). |
入库方式： OAI收割
来源：武汉岩土力学研究所
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