›› 2002, Vol. 23 ›› Issue (6): 698-701.

• Fundamental Theroy and Experimental Research • Previous Articles     Next Articles

Classification of engineering rock based on support vector machine

ZHAO Hong-bo, FENG Xia-ting, YIN Shun-de   

  1. Key Laboratory of Rock and soil Mechanics, Institute of Rock and Soil Mechanics, Chinese Academy of Sciences, Wuhan 430071, China
  • Received:2001-11-05 Online:2002-12-10 Published:2016-09-04

Abstract: A new approach of classification of engineering rock based on the support vector machine is presented. The nonlinear mapping between rock classification and its conditions are learned from the finite samples and used to classify the rock. The precise results are acquired by using this approach.

Key words: classification of engineering rock, support vector machine, statistics learning theory

CLC Number: 

  • TU 452
  • Please send e-mail to pingzhou3@126.com if you would like to read full paper in English for free. Parts of our published papers have English translations.
[1] WANG Qi , SUN Hui-bin , JIANG Bei , GAO Song , LI Shu-cai , GAO Hong-ke, . A method for predicting uniaxial compressive strength of rock mass based on digital drilling test technology and support vector machine [J]. Rock and Soil Mechanics, 2019, 40(3): 1221-1228.
[2] WANG Chang-shuo, WANG Liang-qing, GE Yun-feng, LIANG Ye, SUN Zi-hao, DONG Man-man, ZHANG Nan. A nonlinear method for determining two-dimensional joint roughness coefficient based on statistical parameters [J]. , 2017, 38(2): 565-573.
[3] LI Ning , WANG Li-guan , JIA Ming-tao , CHEN Jian-hong , TAN Zheng-hua,. Application of improved genetic algorithm and support vector machine to clustering analysis of rock mass structural plane [J]. , 2014, 35(S2): 405-411.
[4] JIANG An-nan , SHA Quan-xian , SONG Zhan-ping , LI Peng , WU Biao,. Integrate intelligent method for multi message of tunnel open excavation adjoining bridge pile [J]. , 2014, 299(2): 490-496.
[5] FAN Si-xia,ZHOU Qi-cai,XIONG Xiao-lei,ZHAO Jiong. Settlement prediction of tunnel based on multiple kernels learning mode [J]. , 2013, 34(S2): 291-298.
[6] YE Yong-jun, DING De-xin, LI Guang-yue, SONG Jian-bing, LI Feng. Regularities for liquid saturated seepage in uranium ore heap for heap leaching [J]. , 2013, 34(8): 2243-2248.
[7] LI Qi-yue , XU Jie , WANG Wei-hua , CHEN Xing-ming , ZHANG Jun . Roof settlement predicting based on multi-scale mathematical morphological analysis [J]. , 2013, 34(2): 433-438.
[8] HE Ting-ting ,SHANG Yue-quan ,Lü Qing ,REN Shan-shan . Slope reliability analysis using support vector machine [J]. , 2013, 34(11): 3269-3276.
[9] ZHANG Ming-yuan , SONG Hua-zhu , LI Bin , LI Yan . Prediction for bearing capacity of large-diameter and super-long steel pipe pile based on ICA-SVM [J]. , 2012, 33(9): 2759-2764.
[10] DONG Hui ,CHEN Jia-bo ,YANG Guo-yue ,FU He-lin ,HOU Jun-min . SVM prediction of nonstationary deformation of landslide based on identification with prior knowledge [J]. , 2012, 33(8): 2366-2372.
[11] ZHENG Zhi-cheng , XU Wei-ya , XU Fei , LIU Zao-bao . Forecasting of slope displacement based on PSO-LSSVM with mixed kernel [J]. , 2012, 33(5): 1421-1426.
[12] LIN Da-chao , AN Feng-ping , GUO Zhang-lin , ZHANG Li-ning. Prediction of landslide displacements through multimode support vector machine model [J]. , 2011, 32(S1): 451-0458.
[13] DONG Hui ,HOU Jun-min ,FU He-lin ,YANG Guo-yue. Support vector machine extrapolation prediction of tunnel arch-top deformation time series based on case-based reasoning [J]. , 2011, 32(7): 2099-2105.
[14] JING Yan-lin,WU Yan-qing,LIN Du-jun,LI Xiao-guang,ZHANG Zhi-quan. Prediction of loess collapsibility by using data mining based on least squares support vector machines [J]. , 2010, 31(6): 1865-1870.
[15] MA Wen-tao. Forecasting slope displacements based on grey least square support vector machines [J]. , 2010, 31(5): 1670-1674.
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
[1] YANG Hai-qing,ZHOU Xiao-ping. A new approach to calculate trajectory of rockfall[J]. , 2009, 30(11): 3411 -3416 .
[2] ZHANG Qiang-yong, LIU De-jun, JIA Chao, SHEN Xin, LIU Jian, DUAN Kang. Development of geomechanical model similitude material for salt rock oil-gas storage medium[J]. , 2009, 30(12): 3581 -3586 .
[3] LU Zu-de, CHEN Cong-xin, CHEN Jian-sheng, TONG Zhi-yi, ZUO Bao-cheng. Field shearing test for heavily weathered hornstone of Three Phase Project of Ling'ao Nuclear Power Station[J]. , 2009, 30(12): 3783 -3787 .
[4] GAO Qian, WANG Jing, YANG Zhi-fa, ZHANG Lu-qing, ZHU Jie-wang, ZHENG Jian. Stability analysis of the large ancient underground rock caverns in Longyou and the selection of maximum-security routes in the caverns[J]. , 2009, 30(9): 2713 -2721 .
[5] QU Wan-bo, LIU Xin-rong, FU Yan, QIN Xiao-ying. Numerical simulation of preliminary lining of large section crossing tunnels constructed with PBA method[J]. , 2009, 30(9): 2799 -2804 .
[6] WANG Yang, ZHOU li, YIN Kun-long. Research on stability of sliding mass below water level based on analyzing water pressures around slices[J]. , 2010, 31(4): 1068 -1071 .
[7] PANG You-shi,LIU Han-long,GONG Yi-jun. Study of pullout tests of recoverable anchors[J]. , 2010, 31(6): 1813 -1816 .
[8] QIU Min-yu,YU Ya-nan. Analysis of influence depth for roads induced by vehicle load[J]. , 2010, 31(6): 1822 -1826 .
[9] 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 .
[10] 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 .