Relevance vector machine-based response surface for slope reliability analysis
文献类型：期刊论文
| 作者 | Zhao, H.1; Li, S.2; Ru, Z.1 |
| 刊名 | INTERNATIONAL JOURNAL FOR NUMERICAL AND ANALYTICAL METHODS IN GEOMECHANICS
 |
| 出版日期 | 2017 |
| 卷号 | 41期号:11页码:1332-1346 |
| 关键词 | reliability analysis slope response surface method relevance vector machine |
| ISSN号 | 0363-9061 |
| DOI | 10.1002/nag.2683 |
| 英文摘要 | A new computing method is proposed for reliable analysis. The limit state function is implicit and nonlinear in reliability analysis of slopes and is difficult to apply by traditional reliability methods, especially in large-scale project applications. Relevance vector machines (RVMs) are capable of approximating the limit state function without the need for additional assumptions regarding the function form, as opposed to traditional polynomial response surfaces. RVMs were adapted to obtain the limit state function. We propose an RVM-based response surface method combined with the first-order reliability method for slope reliability analysis and describe its step-by-step implementation. The reliability index obtained from the proposed method shows excellent agreement with traditional response surface method results. Copyright (c) 2017 John Wiley & Sons, Ltd. |
| WOS研究方向 | Engineering ; Materials Science ; Mechanics |
| 语种 | 英语 |
| WOS记录号 | WOS:000404890500003 |
| 出版者 | WILEY |
| 源URL | [http://119.78.100.198/handle/2S6PX9GI/4117]  |
| 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.Henan Polytech Univ, Sch Civil Engn 2.Chinese Acad Sci, Inst Rock & Soil Mech, State Key Lab Geomech & Geotech Engn ; |
| 推荐引用方式 GB/T 7714 | Zhao, H.,Li, S.,Ru, Z.. Relevance vector machine-based response surface for slope reliability analysis[J]. INTERNATIONAL JOURNAL FOR NUMERICAL AND ANALYTICAL METHODS IN GEOMECHANICS,2017,41(11):1332-1346. |
| APA | Zhao, H.,Li, S.,&Ru, Z..(2017).Relevance vector machine-based response surface for slope reliability analysis.INTERNATIONAL JOURNAL FOR NUMERICAL AND ANALYTICAL METHODS IN GEOMECHANICS,41(11),1332-1346. |
| MLA | Zhao, H.,et al."Relevance vector machine-based response surface for slope reliability analysis".INTERNATIONAL JOURNAL FOR NUMERICAL AND ANALYTICAL METHODS IN GEOMECHANICS 41.11(2017):1332-1346. |
入库方式： OAI收割
来源：武汉岩土力学研究所
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