中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
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
DOI10.1007/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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