Fisher discriminant analysis model and its application for prediction of classification of rockburst in deep-buried long tunnel

Jian Zhou1, Xiuzhi Shi1, Li Min Dong1, Haiyan Hu1, Wang Huai-yong2
1School of Resources and Safety Engineering, Central South University, Changsha, China
2China ENFI Engineering Corporation, Beijing, China

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Tài liệu tham khảo

Bai M Z, Wang L J, Xu Z Y, 2002. Study on neural network model and its application to predict the risk of rock blast. China Safety Science Journal, 12(4): 65–69.

Cherry G, Qin S J, 2008. Fisher discriminant analysis for semiconductor batch tool matchingcProceedings of the 17th World Congress. In: The International Federation of Automatic Control Seoul, Korea, Seoul: 6–11.

Frid V, 1997. Rockburst hazard forecast by electromagnetic radiation excited by rock fracture. Rock Mechanics and Rock Engineering, 30(4), 229–236.

Fuente M J, Garcia G, Sainz G I, 2008. Fault diagnosis in a plant using Fisher discriminant analysis. In: Proceedings of the 16th Mediterranean Conference on Control and Auto mation Congress Centre, France, Ajaccio: 25–27.

Gong F Q, Li X B, 2007. A distance discriminant analysis method for prediction of possibility and classification of rockburst and its application. Chinese Journal of Rock Mechanics and Engineering, 26(5): 1 012–1 018.

He Q P, Qin S J, Wang J, 2005. A new fault diagnosis method using fault diections in Fisher discriminant analysis. AIChE Journal, 51(2): 555–571.

Jha P C, Chouhan R K S, 1994. Long range rockburst prediction: a seismological approach. International Journal of Rock Mechanics and Mining Sciences & Geomechanics Abstracts, 31(1): 71–77.

Kidybinski A, 1981. Bursting liability indices of coal. International Journal of Rock Mechanics and Mining Sciences and Geomechancis Abstracts, 18(4): 295–304.

Lü Q, Sun H Y, Shang Y Q, 2005. Comprehensive study on prediction of rockburst in deep and over-length highway tunnel. Chinese Journal of Rock Mechanics and Engineering, 24(16): 2 982–2 988.

Mansurov V A, 2001. Prediction of rockbursts by analysis of induced seismicity data. International Journal of Rock Mechanics & Mining Sciences, 38(7): 893–901.

Ortlepp W D, Stacey T R, 1994. Rockburst mechanisms in tunnels and shafts. Tunnelling and Underground Space Technology, 9(1): 59–65.

Pan Y, Zhang Y, Yu G M, 2006. Mechanism and catastro-phe theory analysis of circular tunnel rockburst. Applied Mathematics and Mechanics, 27(6): 841–852.

Sharar S K, 2007. A finite element perturbation method for the prediction of rockburst. Computers and Structures, 85(1): 1 304–1 309.

Tang J P, Pan Y S, Li Y J, 2005. Numerical simulation of deep-level rockburst in Fuxin coalfield. Journal of Coal Science & Engineering, 11(1): 13–16.

Wang J A, Park H D, 2001. Comprehensive prediction of rockburst based on analysis of strain energy in rocks. Tunnelling and Underground Space Technology, (16): 49–57.

Wang Y H, Li Y D, Li Q G, Xu Y, Tan G H, 1998. Method of fuzzy comprehensive evaluations for rockburst prediction. Chinese Journal of Rock Mechanics and Engineering, 17(5): 493–501.

Xiong X B, Gui G Q, Xu J C, 2007. Application of extension method to prediction of rockburst of underground engineering. Journal of PLA University of Science and Technolog, 8(16): 695–701.

Zhao H B, 2005. Classification of rockburst using support vector machine. Rock and Soil Mechanics, 26(4): 642–644.