Study on the forecasting models of slope stability under data mining

Proceedings of the 12th International Conference on Engineering, Science, Construction, and Operations in Challenging Environments - Earth and Space 2010

Volumn , Issue , 2010, Pages 765-776

  Li, Junhong ^a   Wang, Fei ^a  

^a HOHAI UNIVERSITY   (China)

Author keywords

Data collection; Forecasting; Neural networks; Slope stability

Indexed keywords

ARTIFICIAL NEURAL NETWORK; COMMONLY USED; DATA COLLECTION; ENGINEERING APPLICATIONS; FINITE EMPIRICAL DATA; FORECASTING MODELS; INFLUENCING FACTOR; LIMITED DATA; NONLINEAR RELATIONS; SLOPE STABILITY EVALUATION;

DATA ACQUISITION; DATA MINING; EARTH (PLANET); FORECASTING; MAXIMUM LIKELIHOOD ESTIMATION; NEURAL NETWORKS;

SLOPE STABILITY;

EID: 78649256080     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1061/41096(366)77     Document Type: Conference Paper

References (17)

1. Chen, X.M., and Luo, G.Y. (1999). "Grey system and evaluation of stability based on experience." Chinese Journal of Geotechnical Engineering (in Chinese), 21 (3), 638-641.
2. Feng, X.T., Wang, Y.J. and Ding, E.B (1995). "Intelligent method of stability analysis of open-pit slopes." Journal of Northeastern University (in Chinese), 16 (5), 453-457.
3. Feng, X.T., Wang, Y.J., and Lu, S.Z. (1995). "Neural network estimation of slope stability." Journal of Engineering Geology (in Chinese), 3 (4), 54-61.
4. Feng, X.T., and Hudson, J.A. (2003). "The ways ahead for rock engineering design methodologies." International Journal of Rock Mechanics & Mining Sciences, 41, 255-273.
5. Ferentinou, M.D., and Sakellariou, M.G. (2007) "Computational intelligence tools for the prediction of slope performance." Computers and Geotechnics, 34(5), 362-384. (Pubitemid 47497235)
6. Fyson, M., and Toll, D.G. (2008). "Case-based system for slope design." Computers and Geotechnics, 35(3), 468-478.
7. Huang, Z.Q., Cui, J.L, and Liu, H.D (2004). "Chaotic neural network method for slope stability prediction." Chinese Journal of Rock Mechanics and Engineering (in Chinese), 23 (22), 3808-3812. (Pubitemid 40147199)
8. Hwang, S.G., and Guevarra, I.F., and Yu, B.O. (2009). "Slope failure prediction using a decision tree: A case of engineered slopes in South Korea.", Engineering Geology, 104(1-2), 126-134.
9. Lees, B.G. (1996). "Neural networks applications in the geosciences: an introduction." Computer and Geosciences, 22, 955-957.
10. Li, Z.M. (1996). "Application of fuzzy analysis in slope stability evaluation." Chinese Journal of Rock Mechanics and Engineering (in Chinese), 15(5), 490-495.
11. Sah, N.K., Sheorey, P.R., and Upadhyaya, L.N. (1994). "Maximum likelihood estimation of slope stability." International Journal of Rock Mechanics & Mining Sciences, 31 (1), 47-53. (Pubitemid 24401854)
12. Sinha, A.K., and Sengupta, M. (1989). "Expert system approach to slope stability." Mining Science and Technology, 8(1), 21-29.
13. Vapnik, V. (1998). Statistical Learning Theory, Springer-Verlag, New York.
14. Wang, H.B., Xu, W.Y., and Xu, R.C. (2005). "Slope stability evaluation using Back Propagation Neural Networks.", Engineering Geology, 80(3-4), 302-315.
15. Xue, X.H., Zhang, W.H., and Liu, H.J. (2007). "Evaluation of slope stability based on genetic algorithm and fuzzy neural network." Rock and Soil Mechanics (in Chinese), 28 (12), 2643-2648.
16. Zhao, H.B., and Feng, X.T. (2003). "Application of support vector machines function fitting in slope stability evaluation." Chinese Journal of Rock Mechanics and Engineering (in Chinese), 22(2), 241-245.
17. Zhao, H.B., and Feng, X.T. (2003). "Study and application of genetic-support vector machine for nonlinear displacement time series forecasting." Chinese Journal of Geotechnical Engineering (in Chinese), 25(4), 468-471.