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《Chinese Journal of Rock Mechanics and Engineering》 2003-05
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RESEARCH ON PARALLEL EVOLUTIONARY NEURAL NETWORK FEM FOR STABILITY ANALYSIS AND OPTIMIZATION OF LARGE CAVERN GROUP——PART I : THEORY MODEL

An Hogngang, Feng Xiating> Li Shaojun (Key Laboratory of Rock and Soil Mechanics, Institute of Rock and Soil Mechanics, The Chinese Academy of Sciences, Wuhan 430071 China)  
With ever enlarging scale of the underground cavern group, recognition of relevant parameters and scheme optimization would be highly nonlinear and of multi-extreme values in the solution space. It is much in need of finding an available method of global optimization and parallel computation. So a new parallel evolutionary neural network FEM is put forward. Through the sample construction by FEM calculating, the mapping relationship among the calculating schemes, the maximum displacement and the volume of damage zone is set up by parallel evolutionary neural network, and a group of initial feasible schemes are given by genetic algorithms(GAs). Evaluated by the maximum displacement of key spots and volume of damage zone, a group of new schemes are generated by operation of GAs. The operation is done until the reasonable scheme is found. The parallel computation is carried out on independently developed parallel environment(RsmVPC) based on WINDOWS platform. The methodology makes it possible to solve the large scale optimization problems parallelly on PC machine groups, and to improve the computing speed, scale and precision to a large extent with the proposed method.
【Fund】: 国家自然科学基金重点项目(59939190)资助课题
【CateGory Index】: TU457
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【References】
Chinese Journal Full-text Database 9 Hits
1 JIANG Annan(College of Traffic and Logistics,Dalian Marine University,Dalian 116026);Evolution identifying the mechanics parameters of surrounding rocks of large cavern group based on three dimensional numerical simulation of nonlinear model[J];Journal of Hydroelectric Engineering;2006-05
2 HUANG He1,2,LI Zhuo-qiu1(1.School of Science,Wuhan University of Technology,Wuhan 430070,China;2.Starte Key Laboroctory of Geomechanics and Geotechinical Engineering,Institute of Rock and Soil Mechanics,Chinese Academy of Sciences,Wuhan 430071,China);Research on Back Analysis of Displacement Based on Differential Evolution Parallel FEM[J];Journal of Wuhan University of Technology;2009-09
3 WANG Shuai1,2,WANG Cheng-hu1,SHEN Nai-qi2(1.Institute of Crustal Dynamics,China Earthquake Administration,Beijing 100085,China;2.School of Engineering and Technology,China University of Geosciences,Beijing 100083,China);Analysis of Rock Stress Field Variation in Two Circular Caverns during the Excavation Process[J];Geoscience;2009-03
4 Jiang Annan1,Feng Xiating2,Liu Jian2,Liu Hongliang1 (1College of Resource and Civil Engineering,Northeastern University,Shenyang 110006 China) (2Key Laboratory of Rock and Soil Mechanics,Institute of Rock and Soil Mechanics,The Chinese Academy of Sciences, Wuhan 430071 China);INTELLIGENT OPTIMIZATION OF ANCHORING PARAMETERS FOR LARGE UNDERGROUND HOUSES BASED ON THREE DIMENSIONAL NUMERICAL SIMULATION[J];Chinese Journal of Rock Mechanics and Engineering;2004-10
5 RU Zhong-liang1,FENG Xia-ting1,2,ZHANG You-liang2,JIANG An-nan1(1.School of Resources and Civil Engineering,Northeastern University,Shenyang 110004,China;2.Key Laboratory of Rock and Soil Mechanics,Institute of Rock and Soil Mechanics,The Chinese Academy of Sciences,Wuhan 430071,China);PARALLEL FINITE ELEMENT METHOD ANALYSIS OF BOLTED ROCK MASS IN UNDERGROUND ENGINEERING[J];Chinese Journal of Rock Mechanics and Engineering;2005-01
6 RU Zhongliang1,FENG Xiating1,2,LI Hongdong1,ZHANG Youliang2,JIANG Annan1(1.School of Resources and Civil Engineering,Northeastern University,Shenyang,Liaoning 110004,China;2.Institute of Rock and Soil Mechanics,Chinese Academy of Sciences,Wuhan,Hubei 430071,China);3D ELASTOPLASTIC PARALLEL FINITE ELEMENT ANALYSIS OF LARGE-SCALE UNDERGROUND ENGINEERING[J];Chinese Journal of Rock Mechanics and Engineering;2006-06
7 SU Guoshao1,2,FENG Xiating1,JIANG Quan1,CHEN Guoqing1,GE Qifa3(1.Institute of Rock and Soil Mechanics,Chinese Academy of Sciences,Wuhan,Hubei 430071,China;2.College of Civil and Architecture Engineering,Guangxi University,Nanning,Guangxi 530004,China;3.School of Resources and Civil Engineering,Northeastern University,Shenyang,Liaoning 110006,China);INTELLIGENT METHOD OF COMBINATORIAL OPTIMIZATION OF EXCAVATION SEQUENCE AND SUPPORT PARAMETERS FOR LARGE UNDERGROUND CAVERNS UNDER CONDITION OF HIGH GEOSTRESS[J];Chinese Journal of Rock Mechanics and Engineering;2007-S1
8 AN Hong-gang1,2, FENG Xia-ting2, LI Shao-jun2 (1. Department of Geotechnical Engineering, Tongji University, Shanghai 200092, China; 2. Key Laboratory of Rock and Soil Mechanics, Institute of Rock and Soil Mechanics, Chinese Academy of Sciences, Wuhan 430071, China);Analysis of effects of mechanical parameters on stability of cavern group using parallel evolutionary neural network FEM[J];Rock and Soil Mechanics;2004-04
9 JIANG An-nan(College of Traffic and Logistics,Dalian Maritime University,Dalian 116026,China);Optimizing generator socket construction schemes of Shuibuya Underground Powerhouse based on intelligent back analysis[J];Rock and Soil Mechanics;2008-05
China Proceedings of conference Full-text Database 1 Hits
1 Ru Zhongliang Feng Xiating Yang Chengxiang Zhang Youliang Jiang Annan (School of Resources and Civil Engineering, Northeastern University, Shenyang 110004 China; Institute of Rock and Soil Mechanics, The Chinese Academy of Sciences, Wuhan 430071 China);Study on EVOLUTIONARY PARALLEL fem FOR DISPLACEMENT BACK ANALYSIS and their applications[A];[C];2006
【Citations】
Chinese Journal Full-text Database 9 Hits
1 Yu Yutai Xiao Ming (Wuhan Institute of Hydraulic and Electric Engineering, Wuhan);Three Dimensions Elasto-plastic Finite Element Analysis for the Surrounding Rock Stability of Large-scale Underground Openings[J];Chinese Journal of Rock Mechanics and Engineering;1987-01
2 Feng Xiating 1, 2 Zhang Zhiqiang 2 Yang Chengxiang 2 Lin Yunmei 2 ( 1 Institute of Rock and Soil Mechanics, The Chinese Academy of Sciences, Wuhan 430071 China) ( 2 Northeastern University, Shenyang 110006 China);STUDY ON GENETIC NEURAL NETWORK METHOD OF DISPLACEMENT BACK ANALYSIS[J];CHINESE JOURNAL OF ROCK MECHANICS AND ENGINEERING;1999-05
3 Xiao Ming, Gong Yufeng, Yu Yutai (Wuhan University of Hydraulic Electric Engineering, Wuhan 430072 China);THREE DIMENSIONAL STABILITY ANALYSIS ON SURROUNDING ROCK OF UNDERGROUND HOUSES OF XILONGCHI PUMPED STORAGE HYDRO POWER STATION[J];CHINESE JOURNAL OF ROCK MECHANICS AND ENGINEERING;2000-05
4 Deng Jianhui 1, Lee C F 2, Ge Xiurun 1 ( 1 Institute of Rock and Soil Mechanics, The Chinese Academy of Sciences, Wuhan 430071 China) ( 2 Department of Civil Engineering, University of Hong Kong, Hong Kong, China);APPLICATION OF BP NETWORK AND GENETIC ALGORITHM TO DISPLACEMENT BACK ANALYSIS OF ROCK SLOPES[J];Chinese Journal of Rock Mechanics and Engineering;2001-01
5 Xiao Ming (Wuhan University of Hydraulic and Electric Engineering, Wuhan, 430072);Three-dimensional numerical model of construction process for underground opening[J];CHINESE JOUNAL OF GEOTECHNICAL ENGINEERING;2000-04
6 Zhu Wancheng, Tang Chun'an;FEM Analysis of Excavation and Supporting of Underground Opening[J];GEOTECHNICAL ENGINEERING TECHNIQUE;2000-01
7 AN Hong -g ang,FENG Xia-ting (LRSM Laboratory,Institute of Rock and Soil Mechanics,The Chinese Academy of Sciences,Wuhan430071,China);The research of evolutionary finite element method of the stability and optimization at large cavern group[J];Rock and Soil Mechanics;2001-04
8 Xiao Zhuanwen(Zhejiang University)Zhang Qizhi(Beijing Institute of Machinary Industry)Zhao Wen ;Lin Yunmei(Northeastern University);SOLVING THE OPTIMAL PROBLEMS IN MIING ENGINEERING WITH A GA-ANN METHOD[J];CHINA MINING MAGAZINE;1998-01
9 Xiao Zhuanwen(Zhejiang University);3-D FEM ANALYSIS ON THE OPTIMIZATION OF MINING PROJECTS OF GUJIATAI ORE AREA IN LAIWU IRON MINE[J];CHINA MINING MAGAZINE;1998-04
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 Liu Zeliang,Cheng Ling,Meng Qinggang (School of Economics,Qingdao University,Qingdao 266071,China);ACHIEVEMENT EVALUATION OF THE LISTED COMPANY BASED ON CATASTROPHE THEORY[J];Journal of Qingdao University Engineering & Technology Edition;2002-02
2 KOU Zhejun, CHENG Jiangang, YAO Zhenhan(Department of Engineering Mechanics, Tsinghua University, Beijing 100084, China);Simulation of automobile crashworthiness using clustered parallel computers[J];Journal of Tsinghua University(Science and Technology);2003-05
3 CHEN ZuyuDepartment of Hydraulic and Hydropower Engineering, Tsinghua University, Beijing 100084, China ;On Pan’s principles of soil and rock stability analysis[J];JOURNAL OF TSINGHUA UNIVERSITY(SCIENCE AND TECHNOLOGY);1998-01
4 LI Zhongkui, WANG Aimin, MO Xinghua, LI SongchengDepartment of the Hydraulic and Hydropower Engineering, Tsinghua University, Beijing 100084, China;Time/space double series back analysis on large scale underground power house complex[J];JOURNAL OF TSINGHUA UNIVERSITY(SCIENCE AND TECHNOLOGY);1998-01
5 Ye Weifeng\ Lin Wenliang;Design of system Anchor rods for TGP permanent shiplock high slope[J];YANGTZE RIVER;1998-01
6 LIU Yong-Kui1+, GAO Yun2, HUANG You-Qun2 1(Department of Computer Science and Engineering, Dalian Nationalities University, Dalian 116600, China) 2(College of Information Science and Engineering, Shenyang University of Technology, Shenyang 110023, China);An Efficient Algorithm for Polygon Clipping[J];Journal of Software;2003-04
7 Yang Zhaohui; Liu Haowu(Department of Hyraulic Engineering, Sichuan University);Artificial Neural Network Model for the Stability Classification of Adjoining Rock of Underground Construction[J];;1999-04
8 LI Jing-long,LI Shu-cai,LI Shu-chen,WANG Gang,SUN Ke-guo (School of Civil & Hydraulic Engineering Geotechnical and Structure Engineering Technique Research Center,Shandong University,Jinan 250061,China);Numerical simulation and monitoring analysis of the stability of the underground power house of the Tai′an Pumped-Storage Power Station[J];Journal of Shandong University(Engineering Science);2008-02
9 XU En hu 1,LI Gui min 2,JI Chang fu 3 (1.Shandong Instritute of Mining and Technology; 2.Liao cheng Teachers Training Institute; 3.Construction Stone carving Corporation of China);Numerical Analysis of Anisotropic Effect of Roadway Bolts[J];JOURNAL OF SHANDONG MINING INSTITUTE;1999-03
10 Li Shucai Wang Weiming (Dept.of Civil Eng.);Analysis of Effect on Surrounding Rockmass Stabilitywith Different Excavating Sequences for Cavern Group[J];JOURNAL OF SHANDONG MINING INSTITUTE;1997-02
【Secondary References】
Chinese Journal Full-text Database 10 Hits
1 SHEN Jian-qi~1,JIN Xian-long~1,WANG Ji-yun~2(1.High Performance Computing Center,Shanghai Jiaotong University,Shanghai 200240,China;2.Shanghai Tunnel Engineering Co.,Ltd.,Shanghai 200062,China);Three Dimensional Numerical Simulation of Shield Tunneling through Flood Levee Based on Parallel Computing[J];Journal of Shanghai Jiaotong University;2008-08
2 LI Zhongkui1,ZHOU Zhong2,XU Qianjun1,LIAO Chenggang2,YIN Honglei1,ZHANG ZHizeng1,CHENG Lijuan1,LIU Zhonggang1,GUO Kai1(1.State Key Laboratory of Hydro-science and Hydraulic Engineering,Department of Hydraulic Engineering,Tsinghua University,Beijing 100084;2.Chengdu Hydropower Investigation and Design Institute,The Chinese Consultant Group Company of Hydropower,Chengdu 610072);Implementation and development of AI back analysis for the underground powerhouse of Jinping-1 hydropower project[J];Journal of Hydroelectric Engineering;2010-03
3 WANG Fuming,LI Xiaolong,MIAO Li,XU Ping(School of environment and water engineering,Zhengzhou University,Zhengzhou 450002);Mechanical parameters identification of surrounding rock based on wavelet SVM[J];Journal of Hydroelectric Engineering;2010-03
4 FU Shaojun,ZHANG Bingwen,QIU Huanfeng(School of Civil and Architectural Engineering,Wuhan University,Wuhan 430072,China);Tracking prediction of stability and deformation of Pubugou large caverns during construction period[J];Engineering Journal of Wuhan University;2008-04
5 WANG Shuai1,2,WANG Cheng-hu1,SHEN Nai-qi2(1.Institute of Crustal Dynamics,China Earthquake Administration,Beijing 100085,China;2.School of Engineering and Technology,China University of Geosciences,Beijing 100083,China);Analysis of Rock Stress Field Variation in Two Circular Caverns during the Excavation Process[J];Geoscience;2009-03
6 REN Lei,HUANG Ying,ZHANG Li,LIU Peng(Faculty of Power Engineering,Kunming University of Science and Technology,Kunming 650051,Yunnan,China);Application of Modern Optimization Algorithm in Geotechnical Engineering[J];Yunnan Water Power;2007-06
7 SUN Lian-ying1,2,PENG Su-ping2,LI De-hong3,XIE He-ping2,HE Man-chao2(1.Institute of Information Technology,Beijing Union University,Beijing 100101,China;2.China University of Mining and Technology,Beijing 100083,China;3.Beijing Vibroflotation Engineering Co.,Ltd.,Beijing 100024,China);A METHOD OF ROCK MASS STABILITY ANALYSIS BASED ON SPATIAL AGENT[J];Chinese Journal of Rock Mechanics and Engineering;2005-16
8 LIU Yao-ru,ZHOU Wei-yuan,YANG Qiang(Department of Hydraulic and Hydropower Engineering,Tsinghua University,Beijing 100084,China);PARALLEL FINITE ELEMENT ANALYSIS BASED ON ELEMENT-BY-ELEMENT METHOD AND ITS APPLICATION[J];Chinese Journal of Rock Mechanics and Engineering;2005-17
9 RU Zhongliang1,FENG Xiating1,2,LI Hongdong1,ZHANG Youliang2,JIANG Annan1(1.School of Resources and Civil Engineering,Northeastern University,Shenyang,Liaoning 110004,China;2.Institute of Rock and Soil Mechanics,Chinese Academy of Sciences,Wuhan,Hubei 430071,China);3D ELASTOPLASTIC PARALLEL FINITE ELEMENT ANALYSIS OF LARGE-SCALE UNDERGROUND ENGINEERING[J];Chinese Journal of Rock Mechanics and Engineering;2006-06
10 ZHANG Yongbin1,2,TANG Chun′an2,3,LIANG Zhengzhao3,XU Tao2,LI Lianchong1(1.Center for Rock Instability and Seismicity Research,Northeastern University,Shenyang,Liaoning 110004,China;2.Research Center for Numerical Tests on Material Failure,Dalian University,Dalian,Liaoning 116622,China;3.School of Civil and Hydraulic Engineering,Dalian University of Technology,Dalian,Liaoning 116024,China);RESEARCH ON PARALLEL COMPUTATIONAL METHOD OF ROCK FAILURE PROCESS ANALYSIS SYSTEM[J];Chinese Journal of Rock Mechanics and Engineering;2006-09
China Proceedings of conference Full-text Database 2 Hits
1 Ru Zhongliang Feng Xiating Yang Chengxiang Zhang Youliang Jiang Annan (School of Resources and Civil Engineering, Northeastern University, Shenyang 110004 China; Institute of Rock and Soil Mechanics, The Chinese Academy of Sciences, Wuhan 430071 China);Study on EVOLUTIONARY PARALLEL fem FOR DISPLACEMENT BACK ANALYSIS and their applications[A];[C];2006
2 Jiang Annan~1 Hou Linbo~1 Wu Ping~2 (1 Traffic and Logistics College Dalian Maritime University,Dalian 116026 China. 2 The fourth construction co.Ltd of china tiesiju civil group Hefei,230041 China.);Back Analyzing Three-Dimensional Initial Ground Stress Based on Particle Swarm Optimization-Support Vector Machine[A];[C];2008
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 Deng Jianhui\ Feng Dingxiang\ Ge Xiuren (Wuhan Institute of Rock and Soil Mechanics,Chinese Academy of Science);Back analysis of elastic moduli according to the displacement measurements in cut slopes[J];JOURNAL OF HYDRAULIC ENGINEERING;1998-01
2 Yu Yutai Xiao Ming (Wuhan Institute of Hydraulic and Electric Engineering, Wuhan);Three Dimensions Elasto-plastic Finite Element Analysis for the Surrounding Rock Stability of Large-scale Underground Openings[J];Chinese Journal of Rock Mechanics and Engineering;1987-01
3 Feng Xiating 1, 2 Zhang Zhiqiang 2 Yang Chengxiang 2 Lin Yunmei 2 ( 1 Institute of Rock and Soil Mechanics, The Chinese Academy of Sciences, Wuhan 430071 China) ( 2 Northeastern University, Shenyang 110006 China);STUDY ON GENETIC NEURAL NETWORK METHOD OF DISPLACEMENT BACK ANALYSIS[J];CHINESE JOURNAL OF ROCK MECHANICS AND ENGINEERING;1999-05
4 Deng Jianhui 1 Lee C F 2 Ge Xiurun 1 ( 1 Institute of Rock and Soil Mechanics, The Chinese Academy of Sciences, Wuhan 430071 China) ( 2 Department of Civil Engineering, University of Hong Kong, Hong Kong, China);DISTURBED ZONES AND DISPLACEMENT BACK ANALYSIS FOR ROCK SLOPES[J];Chinese Journal of Rock Mechanics and Engineering;2001-02
5 Peng Xiating (Northeastern University,Shenyang 110006);A STUDY THINKING ON INTELLGENT ROCK ME CHANICS[J];CHINESE JOURNAL OF ROCK MECHANICS AND ENGINEERING;1994-03
6 An Meijian 1 Li Fangquan 1 Shi Yaolin 2 ( 1 Institute of Crustal Dynamics, SSB, Beijing 100085) ( 2 Graduate School, USTC, Academia Sinica, Beijing 100039);APPLICATION OF GENETIC ALGORITHM ON THE EVALUATION OF CRACK OCCURRENCE IN BOREHOLE[J];CHINESE JOURNAL OF ROCK MECHANICS AND ENGINEERING;1997-05
7 Wu Hongci Zhang Xiaobin Bao Tai (Guizhou University of Technology, Guiyang 550003);EXCAVATION SCHEDULE DETERMINING FOR SLOPE USING GENETIC ALGORITHMS[J];CHINESE JOURNAL OF ROCK MECHANICS AND ENGINEERING;1998-05
8 Xiao Ming (Wuhan University of Hydraulic and Electric Engineering, Wuhan, 430072);Three-dimensional numerical model of construction process for underground opening[J];CHINESE JOUNAL OF GEOTECHNICAL ENGINEERING;2000-04
9 Deng Jianhui Feng Dingxiang Ge Xiurun Gu Xianrong (Institute of Rock and Soil Mechanics, Chinese Academy of Sciences, Wuhan, 430071);Model for Back Analysis of Elastic Moduli from Measured Displacements in Cut Slopes and Its Optimization Method[J];CHINESE JOUNAL OF GEOTECHNICAL ENGINEERING;1997-03
10 Tang Yixing Zhang Yujun (Institute of Rock and Soil Mechanics, the Chinese Academy of Sciences, Wuhan 430071);Plane Visco elasto plastic FEM Calculation for the Stability of the Excavation and Lining Structure of a Nearby Double Tunnel[J];ROCK AND SOIL MECHANICS;1999-01
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