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Fitting Mixtures of Kent Distributions to Aid in Joint Set Identification

Authors :
Geoffrey J. McLachlan
W. J. Whiten
David Peel
Source :
Journal of the American Statistical Association. 96:56-63
Publication Year :
2001
Publisher :
Informa UK Limited, 2001.

Abstract

When examining a rock mass, joint sets and their orientations can play a significant role with regard to how the rock mass will behave. To identify joint sets present in the rock mass, the orientation of individual fracture planes can be measured on exposed rock faces and the resulting data can be examined for heterogeneity. In this article, the expectation–maximization algorithm is used to fit mixtures of Kent component distributions to the fracture data to aid in the identification of joint sets. An additional uniform component is also included in the model to accommodate the noise present in the data.

Details

ISSN :
1537274X and 01621459
Volume :
96
Database :
OpenAIRE
Journal :
Journal of the American Statistical Association
Accession number :
edsair.doi...........c36f42db5cf87b0d416fbfcb646dc163
Full Text :
https://doi.org/10.1198/016214501750332974