Deformation prediction of tunnel surrounding rock mass using CPSO-SVM model
文献类型：期刊论文
| 作者 | Li Shao-jun1; Zhao Hong-bo2; Ru Zhong-liang2 |
| 刊名 | JOURNAL OF CENTRAL SOUTH UNIVERSITY
 |
| 出版日期 | 2012 |
| 卷号 | 19期号:11页码:3311-3319 |
| 关键词 | deformation prediction tunnel chaotic mapping particle swarm optimization support vector machine |
| ISSN号 | 2095-2899 |
| DOI | 10.1007/s11771-012-1409-3 |
| 英文摘要 | A new method integrating support vector machine (SVM), particle swarm optimization (PSO) and chaotic mapping (CPSO-SVM) was proposed to predict the deformation of tunnel surrounding rock mass. Since chaotic mapping was featured by certainty, ergodicity and stochastic property, it was employed to improve the convergence rate and resulting precision of PSO. The chaotic PSO was adopted in the optimization of the appropriate SVM parameters, such as kernel function and training parameters, improving substantially the generalization ability of SVM. And finally, the integrating method was applied to predict the convergence deformation of the Xiakeng tunnel in China. The results indicate that the proposed method can describe the relationship of deformation time series well and is proved to be more efficient. |
| WOS研究方向 | Metallurgy & Metallurgical Engineering |
| 语种 | 英语 |
| WOS记录号 | WOS:000311393800038 |
| 出版者 | JOURNAL OF CENTRAL SOUTH UNIV TECHNOLOGY |
| 源URL | [http://119.78.100.198/handle/2S6PX9GI/3398]  |
| 专题 | 岩土力学所知识全产出_期刊论文 国家重点实验室知识产出_期刊论文 |
| 作者单位 | 1.Chinese Acad Sci, Inst Rock & Soil Mech, State Key Lab Geomech & Geotech Engn ; 2.Henan Polytech Univ, Sch Civil Engn |
| 推荐引用方式 GB/T 7714 | Li Shao-jun,Zhao Hong-bo,Ru Zhong-liang. Deformation prediction of tunnel surrounding rock mass using CPSO-SVM model[J]. JOURNAL OF CENTRAL SOUTH UNIVERSITY,2012,19(11):3311-3319. |
| APA | Li Shao-jun,Zhao Hong-bo,&Ru Zhong-liang.(2012).Deformation prediction of tunnel surrounding rock mass using CPSO-SVM model.JOURNAL OF CENTRAL SOUTH UNIVERSITY,19(11),3311-3319. |
| MLA | Li Shao-jun,et al."Deformation prediction of tunnel surrounding rock mass using CPSO-SVM model".JOURNAL OF CENTRAL SOUTH UNIVERSITY 19.11(2012):3311-3319. |
入库方式： OAI收割
来源：武汉岩土力学研究所
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