An improved artificial bee colony-random forest (IABC-RF) model for predicting the tunnel deformation due to an adjacent foundation pit excavation
文献类型：期刊论文
| 作者 | Feng, Tugen1; Wang, Chaoran1; Zhang, Jian1; Wang, Bin3; Jin, Yin-Fu2 |
| 刊名 | UNDERGROUND SPACE
 |
| 出版日期 | 2022-08-01 |
| 卷号 | 7期号:4页码:514 |
| 关键词 | Tunnel deformation prediction Improved artificial bee colony algorithm Random forest Hyper-parametric optimization search |
| ISSN号 | 2096-2754 |
| 英文摘要 | An improved artificial bee colony-random forest (IABC-RF) model is proposed for predicting the tunnel deformation due to the excavation of an adjacent foundation pit. A new search strategy of the artificial bee colony (ABC) algorithm is herein developed and incorporated, with the results showing that a much higher computational efficiency can be achieved with the new model, while high computational accuracy can also be maintained. The improved ABC algorithm is thereafter utilised and combined with the random forest (RF) model, where four important hyper-parameters are optimized, for a tunnel deformation prediction. Results are thoroughly compared with those of other prediction methods based on machine learning (ML), as well as the monitored data on the site. Via the comparisons, the validity and effectiveness of the proposed model are fully demonstrated, and a more promising perspective can be seen of the method for its potential wide applications in geotechnical engineering. |
| 学科主题 | Engineering |
| 语种 | 英语 |
| WOS记录号 | WOS:000850127000003 |
| 出版者 | KEAI PUBLISHING LTD |
| 源URL | [http://119.78.100.198/handle/2S6PX9GI/35204]  |
| 专题 | 中科院武汉岩土力学所 |
| 作者单位 | 1.Key Laboratory of Ministry of Education for Geomechanics and Embankment Engineering, Hohai University, Nanjing 210024, China 2.Department of Civil and Environmental Engineering, The Hong Kong Polytechnic University, Hong Kong, China 3.State Key Laboratory of Geomechanics and Geotechnical Engineering, Institute of Rock and Soil Mechanics, Chinese Academy of Sciences, Wuhan 430071, China |
| 推荐引用方式 GB/T 7714 | Feng, Tugen,Wang, Chaoran,Zhang, Jian,et al. An improved artificial bee colony-random forest (IABC-RF) model for predicting the tunnel deformation due to an adjacent foundation pit excavation[J]. UNDERGROUND SPACE,2022,7(4):514. |
| APA | Feng, Tugen,Wang, Chaoran,Zhang, Jian,Wang, Bin,&Jin, Yin-Fu.(2022).An improved artificial bee colony-random forest (IABC-RF) model for predicting the tunnel deformation due to an adjacent foundation pit excavation.UNDERGROUND SPACE,7(4),514. |
| MLA | Feng, Tugen,et al."An improved artificial bee colony-random forest (IABC-RF) model for predicting the tunnel deformation due to an adjacent foundation pit excavation".UNDERGROUND SPACE 7.4(2022):514. |
入库方式： OAI收割
来源：武汉岩土力学研究所
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