Fuzzy C-means Clustering Analysis Based on Quantum Particle Swarm Optimization Algorithm for the Grouping of Rock Discontinuity Sets

doi:10.1007/s12205-016-1223-9

CORC > 地质与地球物理研究所 > 中国科学院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

	Fuzzy C-means Clustering Analysis Based on Quantum Particle Swarm Optimization Algorithm for the Grouping of Rock Discontinuity Sets
	Song, Shengyuan 1,2; Wang, Qing 1; Chen, Jianping 1; Li, Yanyan 3; Zhang, Wen 1; Ruan, Yunkai 1
刊名	KSCE JOURNAL OF CIVIL ENGINEERING
	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
出版者	KOREAN SOCIETY OF CIVIL ENGINEERS-KSCE
WOS记录号	WOS:000399805000010
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)
内容类型	期刊论文
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.