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《Journal of Jilin University(Earth Science Edition)》 2008-01
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Evaluation of Tunnel Rock Quality with Routh Sets Theory and Artificial Neural Networks

QIU Dao-hong,CHEN Jian-ping,QUE Jin-sheng,AN Peng-chengCollege of Construction Engineering,Jilin University,Changchun 130026,China  
To evaluate the tunnel rock quality,six parameters reflecting the general properties of rock engineering was selected to build the decision table,which was evaluated by extenics theory and expert examination,and rough sets theory was applied to reduce the original decision table and to analyze the relative importance of every parameter.Finally,the reduction results are transformed into rules,which are used as input of the BP neural networks.Combining rough sets theory with artificial neural networks,then the evaluation model of tunnel rock quality was established.Through the case study,the model can efficiently simplifies the networks structure,reduces the networks training period and has better study efficiency and can more precisely reflect the engineering characteristics of tunnel rock.
【Fund】: 国家自然科学基金项目(40272117);; 教育部优秀年轻教师基金项目(120413133);; 吉林大学985计划项目(105213200500007)
【CateGory Index】: TU457
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【References】
Chinese Journal Full-text Database 2 Hits
1 WANG Ji-liang,CHEN Jian-ping,YANG JingCollege of Construction Engineering,Jilin University,Changchun 130026,China;Application of Distance Discriminant Analysis Method in Classification of Surrounding Rock Mass in Highway Tunnel[J];Journal of Jilin University(Earth Science Edition);2008-06
2 ZHANG Chen,CHEN Jian-ping,XIAO Yun-huaCollege of Construction Engineering,Jilin University,Changchun 130026,China;Analysis on Theory of Strength Reduction FEM Based on Artificial Neural Networks[J];Journal of Jilin University(Earth Science Edition);2009-01
【Citations】
Chinese Journal Full-text Database 4 Hits
1 WU Jun, LIANG Bin(Liaoning Technical University, Fuxin 123000, China);ANALYSIS OF SLOPE STABILITY BASED ON THE THEORY OF ROUGH SETS WITH SELF-ORGANIZING MAP NETWORKS[J];Journal of Anhui Normal University(Natural Science);2005-03
2 LIN Ding~1,LIU Wei~1,ZHANG Zhi-guo~21.Department of Basic Science,Jilin Architectural and Civil Engineering Institute,Changchun 130021,China2.Institute of Mineral Resources Prediction of Synthetic Information,Jilin University,Changchun 130026,China;The Application of the Self-Organizing Feature Map Neural Network in Testing the El Nino Event[J];Journal of Jilin University(Earth Science Edition);2006-04
3 HE Ming, LI Bo, MA Zhao-feng, FU Xiang-hua(Department of Computer Science and Technology, Xi′an Jiaotong University, Xi′an 710049, China. );On the Neural Network Modeling with Support Rough Set Theory[J];Control and Decision;2005-07
4 Li Zengfang He Yong (Zhejiang University);Study on Fault Diagnosis Model of Misfire in Engines Based on Rough Set Theory and Neural Network Technology[J];Transactions of The Chinese Society of Agricultural Machinery;2005-08
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 YU Hai-tao (School of Science, Hefei University of Technology, Hefei 230009, China);Application of Rough Set Theory to Data Reduction[J];Journal of Anhui Institute of Education;2004-03
2 LI Xiaohong et al.[;Intelligent Back Analysis of Tunnel Rock Displacement and Its Application[J];Underground Space;2001-04
3 ZHANG Bing-he,CHEN Jian-ping(College of Construction Engineering,Jilin University,Changchun 130026 P.R,China);Tentative Study of the Mechanism of Rockburst Occurred in Relatively Shallow Areas of a Super-long Road Tunnel[J];Chinese Journal of Underground Space and Engineering;2006-06
4 KUANG Le-hong,XU Lin-rong,LIU Bao-chen(School of Civil and Architecture Engineering of Central South University,Changsha 410075,China);A Combination Weighting Method for Determining the Index Weight in Geological Hazard Risk Assessment[J];Chinese Journal of Underground Space and Engineering;2006-06
5 GONG Feng-qiang,LI Xi-bing(School of Resources and Safety Engineering,Central South University,Changsha 410083,China);The Bayes Discriminant Analysis Method for Stability Evaluation of Rock Surrounding in Tunnel and Its Application[J];Chinese Journal of Underground Space and Engineering;2007-06
6 KANG Zhi-qiang1,ZHOU Hui2,FENG Xia-ting1,2,YANG Cheng-xiang1(1.School of Resources and Civil Engineering,Northeastern University,Shenyang 110004,China;2.Institute of Rock and Soil Mechanics,Chinese Academy of Science,Wuhan 430071,China);Extenics Theory Evaluation of Underground Tunnel Rock Quality[J];Chinese Journal of Underground Space and Engineering;2008-02
7 DING Tai-shan LIU Jian-ming (Northwestern Polytechnical University,Shanxi,Xi'an 710072,China);Analysis on the Influence of Over-break on Tunnel Stability[J];Chinese Journal of Underground Space and Engineering;2008-03
8 HE Zheng~1 LI Xiao-hong~1 LU Yi-yu~1 WANG Xin-fei~2 (1.Key Lab of Ministry of Education for the Exploitation of Southwestern Resources & the Environmental Disaster Control Engineering,Chongqing University,Chongqing 400044,China;2.Chongqing Expressway Co.Ltd,Chongqing 400042};Application of BP Neural Network to the Prediction of Rockburst in Tongyu Tunneling[J];Chinese Journal of Underground Space and Engineering;2008-03
9 Wang Minnian ; Guan Baoshu [;Application of Nervous Network in Underground Engineering[J];;1995-02
10 Liu Baoguo (College of Civil Engineering and Architecture, Northern Jiaotong University, Beijing 100044) Sun Jun (Department of Geotechnical Engineering, Tongji University, Shanghai 200092);Identification of Rheological Constitutive Model of Rock Mass and Its Application[J];JOURNAL OF NORTHERN JIAOTONG UNIVERSITY;1998-04
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 Zeng Xiaoqing ; Zhang Yibi [;Application of System Enginnering for Analysis of Stability of Tunnel Surrounding Rock[J];;1995-02
2 XU Ping~1, LI Yun-peng~2, DING Xiu-li~1, WANG Zhi-yin~2 (1.Yangtze River Scientific Research Institute, Wuhan430010,China; 2. University of Petroleum, Beijing102249, China);Secondary development and application of visco-elastic constitutive model in FLAC~(3D) software[J];Journal of Yangtze River Scientific Research Institute;2004-02
3 LIU Wen-jie; MA Hai-bo(1.Library, Dalian Railway Institute, Dalian 116028, China; 2.Dept. of Electrical Engineering, Dalian RailwayInstitute, Dalian 116028, China);Consistency and Reduction for the Training Samples of Artificial Neural Network[J];JOURNAL OF DALIAN RAILWAY INSTITUTE;2000-02
4 LIN ZHEM-SHAN(Department of Atmospheric science, Naming University, Naming 210093, China)ZHAO PEI-ZHANG(Department of Physices Xinxiang Normal College, Xinxiang 453002, China)ZHAO WEN-TONG(Department of Physics, Henan Normal University Xinxiang 453002, Ch;THE SOLAR ECLIPSE-EL NINO COEFFICIENTS AND ITS APPLICATION[J];Chinese Journal of Geophysics;1999-06
5 HAN Ai-guo,NIE De-xin (Research Institute of Geological Engineering, Chengdu University of Technology,Chengdu 610059,China);SYNTHETICAL QUALITY CLASSIFICATION OF THE SURROUNDING ROCK OF THE UNDERGROUND BUILDING IN A HYDROPOWER STATION[J];Journal of Geological Hazards and Environment Preservation;2002-02
6 HE Ke-qiang,LEI Jian-he;A PREDICATION OF THE SLOPE STABILITY BASED ON NEURAL NETWORK[J];Geology and Prospecting;2001-06
7 REN Qing-wen; YU Tian-tang(College of Civil Engineering Hohai University, Nanjing 210024);THEORY AND CALCULATING MODEL OF BLOCK ELEMENT METHOD[J];ENGINEERING MECHANICS;1999-01
8 WANG Jin guo 1, ZHOU Zhi fang 1, YUAN Yong sheng 2 (1. College of Civil Engineering, Hohai Univ., Nanjing 210098, China; 2. College of Science, Hohai Univ., Nanjing 210098, China);Application of Extension Method to Comprehensive Assessment of Environmental Quality[J];Journal of Hehai University (Natural Sciences );2002-01
9 CHEN Zhi-jian 1, ZHU Dai-hong 2, ZHANG Xiong-wen 1 (1. College of Civil Engineering, Hohai Univ., Nanjing 210098, China; 2. Nanchang College of Water Conservancy and Hydropower Engineering, Nanchang 330029, China);Development of adjoining rock quality comprehensive evaluation model and dam foundation building surface optimal model[J];Journal of Hehai University (Natural Sciences );2002-04
10 Ren Qingwe(Dept.of Engineering Mechanics, Hohai Univ.);Rigid Body Element Method and Its Application in Stability Analysis of Rock Mass[J];JOURNAL OF HOHAI UNIVERSITY (NATURAL SCIENCES );1995-01
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