Determination of stability of slope using Minimax Probability Machine

被引:10
作者
Samui, Pijush [1 ]
Hariharan, Rajadurai [2 ]
Karthikeyan, Jayaraman [3 ]
机构
[1] VIT Univ, Ctr Disaster Mitigat & Management, Vellore, Tamil Nadu, India
[2] Annai Mira Coll Engn & Technol, Dept Comp Sci, Vellore, Tamil Nadu, India
[3] VIT Univ, Sch Informat Technol & Engn, Vellore, Tamil Nadu, India
关键词
minimax probability machine; slope stability; artificial neural network; factor of safety;
D O I
10.1080/17499518.2014.897488
中图分类号
P5 [地质学];
学科分类号
0709 ; 081803 ;
摘要
This article examines the capability of Minimax Probability Machine (MPM) for the determination of stability of slope. MPM is constructed within a probabilistic framework. This study uses MPM as classification and regression tools. Unit weight (gamma), cohesion (c), angle of internal friction (phi), slope angle (beta), height (H) and pore water pressure coefficient (r(u)) have been used as inputs of the MPM model. The outputs of MPM are stability status of slope and factor of safety (F). The results of MPM have been compared with the artificial neural network models. The experimental results demonstrate that the developed MPM is a promising tool for the determination of stability of slope.
引用
收藏
页码:147 / 151
页数:5
相关论文
共 30 条
  • [1] Bishop A.W, 1955, GEOTECHNIQUE, V10, P129, DOI [10.1680/geot.1960.10.4.129, DOI 10.1680/GEOT.1960.10.4.129]
  • [2] Bishop AW., 1955, GEOTECHNIQUE, V5, P7, DOI [10.1680/geot.1955.5.1.7, DOI 10.1680/GEOT.1955.5.1.7]
  • [3] Chen W. F., 2007, LIMIT ANAL SOIL PLAS
  • [4] Chen WF., 1990, LIMIT ANAL SOIL MECH
  • [5] Chen WF., 1969, SOILS FOUND, V9, P23, DOI [10.3208/sandf1960.9.4_23, DOI 10.3208/SANDF1960.9.4_23]
  • [6] Fellenius W., 1936, 2 C LARGE DAMS, V4, P445
  • [7] Hoek E., 1981, ROCK SLOPE ENG
  • [8] HUDSON JA, 1992, ROCK ENG THEORY PRAC
  • [9] Janbu, 1957, P 4 INT C SOIL MECH, V2, P207
  • [10] Jyant Kumar, 2004, International Journal of Geomechanics, V4, P264, DOI 10.1061/(ASCE)1532-3641(2004)4:4(264)