Implementation of multivariate clustering methods for characterizing discontinuities data from scanlines and oriented boreholes

被引:65
作者
Zhou, W
Maerz, NH
机构
[1] Univ Missouri, Rock Mech & Explos Res Ctr, Rolla, MO 65409 USA
[2] Univ Alaska Fairbanks, Dept Min & Geol Engn, Fairbanks, AK 99775 USA
基金
美国国家科学基金会;
关键词
discontinuous rock; discontinuity sets; Euclidean norm; multivariate cluster analysis algorithms; visualization tools;
D O I
10.1016/S0098-3004(01)00111-X
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In geological engineering, discontinuities are typically analyzed by grouping (clustering) them into subsets based on similar orientations, and then characterizing each set in terms of position, spacing, persistence, roughness and other parameters. Multivariate analysis can be used to incorporate some of these other parameters directly into the cluster analysis. The implementation of four methods of cluster analysis that consider orientation, spacing and roughness are described here: nearest neighbor, k-means, fuzzy c-means, and vector quantization. The net result is a better grouping of discontinuities, so that members of a subset might be more uniform in terms of mechanical or hydrological properties. This paper presents the implementation of this analysis in a Windows(R) based program CYL that also serves as a graphical visualization tool. (C) 2002 Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:827 / 839
页数:13
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