LSSVM-Based Rock Failure Criterion and Its Application in Numerical Simulation
Joint Authors
Zhao, Hongbo
Zhu, Changxing
Ru, Zhongliang
Source
Mathematical Problems in Engineering
Issue
Vol. 2015, Issue 2015 (31 Dec. 2015), pp.1-13, 13 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2015-02-23
Country of Publication
Egypt
No. of Pages
13
Main Subjects
Abstract EN
A rock failure criterion is very important for the prediction of the failure of rocks or rock masses in rock mechanics and engineering.
Least squares support vector machines (LSSVM) are a powerful tool for addressing complex nonlinear problems.
This paper describes a LSSVM-based rock failure criterion for analyzing the deformation of a circular tunnel under different in situ stresses without assuming a function form.
First, LSSVM was used to represent the nonlinear relationship between the mechanical properties of rock and the failure behavior of the rock in order to construct a rock failure criterion based on experimental data.
Then, this was used in a hypothetical numerical analysis of a circular tunnel to analyze the mechanical behavior of the rock mass surrounding the tunnel.
The Mohr-Coulomb and Hoek-Brown failure criteria were also used to analyze the same case, and the results were compared; these clearly indicate that LSSVM can be used to establish a rock failure criterion and to predict the failure of a rock mass during excavation of a circular tunnel.
American Psychological Association (APA)
Zhu, Changxing& Zhao, Hongbo& Ru, Zhongliang. 2015. LSSVM-Based Rock Failure Criterion and Its Application in Numerical Simulation. Mathematical Problems in Engineering،Vol. 2015, no. 2015, pp.1-13.
https://search.emarefa.net/detail/BIM-1073311
Modern Language Association (MLA)
Zhu, Changxing…[et al.]. LSSVM-Based Rock Failure Criterion and Its Application in Numerical Simulation. Mathematical Problems in Engineering No. 2015 (2015), pp.1-13.
https://search.emarefa.net/detail/BIM-1073311
American Medical Association (AMA)
Zhu, Changxing& Zhao, Hongbo& Ru, Zhongliang. LSSVM-Based Rock Failure Criterion and Its Application in Numerical Simulation. Mathematical Problems in Engineering. 2015. Vol. 2015, no. 2015, pp.1-13.
https://search.emarefa.net/detail/BIM-1073311
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1073311