Fuzzy C-means Clustering Analysis Based on Quantum Particle Swarm Optimization Algorithm for the Grouping of Rock Discontinuity Sets
文献类型：期刊论文
| 作者 | Song, Shengyuan1,2; Wang, Qing1; Chen, Jianping1; Li, Yanyan3; Zhang, Wen1; Ruan, Yunkai1 |
| 刊名 | KSCE JOURNAL OF CIVIL ENGINEERING
 |
| 出版日期 | 2017-05-01 |
| 卷号 | 21期号:4页码:1115-1122 |
| 关键词 | discontinuity sets orientation analysis fuzzy c-means quantum particle swarm optimization |
| ISSN号 | 1226-7988 |
| DOI | 10.1007/s12205-016-1223-9 |
| 文献子类 | Article |
| 英文摘要 | Rock discontinuities significantly influence the deformation as well as strength of rock masses. One of the basic analyses for rock engineering is categorizing discontinuities with similar orientations into groups. In this study, an improved FCM method is proposed to identify rock discontinuity sets automatically. The method is established on account of quantum particle swarm optimization, which could achieve the global optimization as well as becomes insensitive to the initial cluster centers. Benchmark case with artificial data and discontinuity data exposed from the Songta dam area are utilized to test the validity of the new algorithm. The test results demonstrate that the new algorithm could well divide discontinuity data. The grouping results acquired by the new algorithm are similar to those of several other methods, which are commonly used to divide discontinuity sets. The main advantage of this method is that achieves a global optimum without selecting proper initial cluster centers. |
| WOS关键词 | VALIDITY |
| WOS研究方向 | Engineering |
| 语种 | 英语 |
| WOS记录号 | WOS:000399805000010 |
| 出版者 | KOREAN SOCIETY OF CIVIL ENGINEERS-KSCE |
| 资助机构 | National Natural Science of China(41330636 ; 41402242 ; 41402243) ; National Natural Science of China(41330636 ; 41402242 ; 41402243) ; National Natural Science of China(41330636 ; 41402242 ; 41402243) ; National Natural Science of China(41330636 ; 41402242 ; 41402243) |
| 源URL | [http://ir.iggcas.ac.cn/handle/132A11/43711]  |
| 专题 | 地质与地球物理研究所_中国科学院页岩气与地质工程重点实验室 |
| 通讯作者 | Chen, Jianping |
| 作者单位 | 1.Jilin Univ, Coll Construct Engn, Changchun 130026, Peoples R China 2.Jilin Univ, Coll Earth Sci, Changchun 130026, Peoples R China 3.Chinese Acad Sci, Inst Geol & Geophys, Beijing 100029, Peoples R China |
| 推荐引用方式 GB/T 7714 | Song, Shengyuan,Wang, Qing,Chen, Jianping,et al. Fuzzy C-means Clustering Analysis Based on Quantum Particle Swarm Optimization Algorithm for the Grouping of Rock Discontinuity Sets[J]. KSCE JOURNAL OF CIVIL ENGINEERING,2017,21(4):1115-1122. |
| APA | Song, Shengyuan,Wang, Qing,Chen, Jianping,Li, Yanyan,Zhang, Wen,&Ruan, Yunkai.(2017).Fuzzy C-means Clustering Analysis Based on Quantum Particle Swarm Optimization Algorithm for the Grouping of Rock Discontinuity Sets.KSCE JOURNAL OF CIVIL ENGINEERING,21(4),1115-1122. |
| MLA | Song, Shengyuan,et al."Fuzzy C-means Clustering Analysis Based on Quantum Particle Swarm Optimization Algorithm for the Grouping of Rock Discontinuity Sets".KSCE JOURNAL OF CIVIL ENGINEERING 21.4(2017):1115-1122. |
入库方式： OAI收割
来源：地质与地球物理研究所
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