›› 2010, Vol. 31 ›› Issue (11): 3651-3655.

• Numerical Analysis • Previous Articles     Next Articles

Projection pursuit based on particle swarm optimization for evaluation of surrounding rock stability

XU Fei 1,2,XU Wei-ya2,WEN Sen2,LIU Zao-bao2,ZHAO Yan-xi2   

  1. 1.Highway Survey and Design Institute, Haikou 570206, China; 2. Geotechnical Research Institute, Hohai University, Nanjing 210098, China
  • Received:2009-06-26 Online:2010-11-10 Published:2010-11-24

Abstract:

Evaluation of surrounding rock stability is a complex system problem of uncertainty. Based on the projection pursuit (PP), the particle swarm optimization (PSO) and the logistic curve function (LCF), a new model for evaluation of surrounding rock stability is developed, which is referred as projection pursuit based on particle swarm optimization (PSO-PP). The model, on the one hand, uses PSO to optimize the projection index function and the parameters of LCF so as to ensure the accuracy of the parameters used in the model; on the other hand, the nonlinear relationship between projection values and experiential grades is established according to LCF. The test result of the model indicates there is a very good precision. In this study, the evaluation result obtained by applying the model developed here to an underground project is well consistent with the real situation. It is shown that the model here is feasible and effective in evaluating surrounding rock stability.

Key words: surrounding rock, particle swarm optimization, projection pursuit, stability, evaluation, logistic curve

CLC Number: 

  • TU 452
[1] ZHU Yan-peng, TAO Jun, YANG Xiao-hui, PENG Jun-guo, WU Qiang, . Design and numerical analyses of high-fill slope strengthened by frame with prestressed anchor-plates [J]. Rock and Soil Mechanics, 2020, 41(2): 612-623.
[2] SU Yong-hua, LI Cheng-cheng. Stability analysis of slope based on Green-Ampt model under heavy rainfall [J]. Rock and Soil Mechanics, 2020, 41(2): 389-398.
[3] LU Hai-feng, MENG Xiang-shuai, YAN Wei, YAO Duo-xi, . Circular sliding solution of mining stability and failure depth of floor layered structure on coal face [J]. Rock and Soil Mechanics, 2020, 41(1): 166-174.
[4] JIANG Zhong-ming, LI Peng, ZHAO Hai-bin, FENG Shu-rong, TANG Dong, . Experimental study on performance of shallow rock cavern for compressed air energy storage [J]. Rock and Soil Mechanics, 2020, 41(1): 235-241.
[5] WENG Yong-hong, ZHANG Lian, XU Tang-jin, HUANG Shu-ling, DING Xiu-li, . Safety evaluation on interaction of new plug structure and surrounding rock mass under high water head [J]. Rock and Soil Mechanics, 2020, 41(1): 242-252.
[6] DING Zhen-jie, ZHENG Jun, LÜ Qing, DENG Jian-hui, TONG Meng-sheng, . Discussion on calculation methods of quality index of slope engineering rock mass in Standard for engineering classification of rock mass [J]. Rock and Soil Mechanics, 2019, 40(S1): 275-280.
[7] ZHENG Shuai, JIANG An-nan, ZHANG Feng-rui, ZHANG Yong, SHEN Fa-yi, JIANG Xu-dong, . Dynamic classification method of surrounding rock and its engineering application based on machine learning and reliability algorithm [J]. Rock and Soil Mechanics, 2019, 40(S1): 308-318.
[8] LIU Shun-qing, HUANG Xian-wen, ZHOU Ai-zhao, CAI GUO-jun, JIANG Peng-ming, . A stability analysis method of soil-rock slope based on random block stone model [J]. Rock and Soil Mechanics, 2019, 40(S1): 350-358.
[9] LIU Hong-yan. Influence of macroscopic and mesoscopic flaws on mechanical behavior of rock mass and slope stability [J]. Rock and Soil Mechanics, 2019, 40(S1): 431-439.
[10] YANG Dao-xue, ZHAO Kui, ZENG Peng, ZHUO Yu-long, . Numerical simulation of unknown wave velocity acoustic emission localization based on particle swarm optimization algorithm [J]. Rock and Soil Mechanics, 2019, 40(S1): 494-502.
[11] NIE Xiu-peng, PANG Huan-ping, SUN Zhi-bin, XIE Song-mei, HOU Chao-qun. Upper bound analysis of seismic stability of 3D reinforced slopes [J]. Rock and Soil Mechanics, 2019, 40(9): 3483-3492.
[12] LI Zhao-yan, YUAN Xiao-ming, SUN Rui. Variation tendencies and general rules for critical curve of liquefaction evaluation [J]. Rock and Soil Mechanics, 2019, 40(9): 3603-3609.
[13] RUAN Yong-fen, GAO Chun-qin, LIU Ke-wen, JIA Rong-gu, DING Hai-tao, . Inversion of rock and soil mechanics parameters based on particle swarm optimization wavelet support vector machine [J]. Rock and Soil Mechanics, 2019, 40(9): 3662-3669.
[14] ZHU Cai-hui, CUI Chen, LAN Kai-jiang, DONG Yong-qiang. The effects of the degradation of brick-clay structure and demolition of embedded buildings on the stability of Yulin City Wall [J]. Rock and Soil Mechanics, 2019, 40(8): 3153-3166.
[15] CHEN Chong, WANG Wei, LÜ Hua-yong, . Stability analysis of slope reinforced with composite anti-slide pile model [J]. Rock and Soil Mechanics, 2019, 40(8): 3207-3217.
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
[1] WANG Chuan-ying, HU Pei-liang, SUN Wei-chun. Method for evaluating rock mass integrity based on borehole camera technology[J]. , 2010, 31(4): 1326 -1330 .
[2] LI Hua-ming, JIANG Guan-lu, LIU Xian-feng. Study of dynamic characteristics of saturated silty soil ground treated by CFG columns[J]. , 2010, 31(5): 1550 -1554 .
[3] TAN Yun-zhi, KONG Ling-wei, GUO Ai-guo, WAN Zhi. Capillary effect of moisture transfer and its numerical simulation of compacted laterite soil[J]. , 2010, 31(7): 2289 -2294 .
[4] WANG Sheng-xin, LU Yong-xiang, YIN Ya-xiong, GUO Ding-yi. Experimental study of collapsiblity of gravel soil[J]. , 2010, 31(8): 2373 -2377 .
[5] WANG Yun-gang, XIONG Kai, LING Dao-sheng. Upper bound limit analysis of slope stability based on translational and rotational failure mechanism[J]. , 2010, 31(8): 2619 -2624 .
[6] LONG Zhao,ZHAO Ming-hua,ZHANG En-xiang,LIU Jun-long. A simplified method for calculating critical anchorage length of bolt[J]. , 2010, 31(9): 2991 -2994 .
[7] SHI Dan-da, ZHOU Jian, JIA Min-cai, YANG Yong-xiang. Back analysis of parameters and long-term settlement prediction of harbor soft ground considering its creep behavior[J]. , 2009, 30(3): 746 -750 .
[8] DENG Zong-wei, LENG Wu-ming, LI Zhi-yong, YUE Zhi-ping. Finite element analysis of time effect for coupled problem of temperature and stress fields in slope supported by shotcrete[J]. , 2009, 30(4): 1153 -1158 .
[9] YING Hong-wei , ZHENG Bei-bei , XIE Xin-yu. Study of passive earth pressures against translating rigid retaining walls in narrow excavations[J]. , 2011, 32(12): 3755 -3762 .
[10] LI Nan , XU Hui , HU Bin. Shear creep characteristics of sandstone under dry and saturated states[J]. , 2012, 33(2): 439 -443 .