Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Underground Space》 2001-S1
Add to Favorite Get Latest Update

Study on Some Problems in Development of Neural Network Model for Displacement Predic-tion

GAO Wei et al.  
From the theory of neural network and its practice, a study was carried out on problems inral network model for displacement prediction in geotechnical engineering. Finally, some prediction models for reference were presented.
【CateGory Index】: TP183
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
【References】
Chinese Journal Full-text Database 10 Hits
1 WEI You-long,YU Jian-lin(Institute of Geotechnical Engineering,Zhejiang University,Hangzhou 310027,China);DISPLACEMENT PREDICTION OF SOIL NAILS BASED ON BP NEURAL NETWORK[J];Low Temperature Architecture Technology;2006-02
2 WANG Cheng-hua,FENG Li-fu(School of Civil Engineering,Tianjin University,Tianjin 300072,China);STUDY OF NEURAL NETWORK FOR IMPROVEMENT DEPTH PREDICTION OF DYNAMIC CONSOLIDATION[J];Low Temperature Architecture Technology;2012-03
3 FENG Shou-zhong,YANG Jin-liang,YAN Shu-wang (Institute of Civil Engineering, Tianjin University, Tianjin 300072,China);Application of Neural Network in Predicting Settlement of Soft Soil Foundation[J];Port Engineering Technology;2004-01
4 ZU Hong-xia,YAN Shu-wang(Soil Mechanics Institnte,Tianjin Uinversity,Tianjin,300072 China);ELMAN Artificial Neural Network-Based Model for Settlement Prediction of Soft Ground[J];Port Engineering Technology;2004-02
5 ZHAO Jia-cheng,LIU Zhang-jun(Civil Engineering and Hydropower College,China Three Gorges University,Yichang 443000,Hubei,China);PREDICTION OF SETTLEMENT OF THE EARTH'S SURFACE CAUSED BY EXPLOSIVE COMPACTION USING NEURAL NETWORKS[J];Engineering Blasting;2005-04
6 ZHOU Xian-cun1,CHANG Guang-ming2,LIU Ren-Jin1 (1.Dept.of Computer Science and Technology,West Anhui University,Lu' an 237012,China;2.Dept.of Urban Construction and Environment Science,West Anhui University,Lu' an 237012,China);Excavation deformation multiposition forecasting based on the multi-branch neural network[J];Journal of Hefei University of Technology(Natural Science);2008-05
7 LAI Daoping, GU Chongshi(College of Water Conservancy and Hydropower Engineering, Hohai Univ., Nanjing 210098, China);Application of Elman recursive neural network to dam safety monitoring[J];Journal of Hehai University (Natural Sciences );2003-03
8 JIANG Jian-hua;The application of improved BP neural network in soft foundation settling volume prediction[J];Shanxi Architecture;2007-06
9 LI Yu-qi, XIE Kang-he(Institute of Geotechnical Engineering, Zhejiang University, Hangzhou 310027 China);Analysis of Factors Affecting Deformation Prediction of Retaining Structure in Foundation Pit Excavation[J];Soil Engineering and Foundation;2004-06
10 ZHAO Erfeng1,2,JIN Yongqiang1,2,JIN Yi1,2,YANG Yang1,2(1.College of Water Conservancy & Hydropower Engineering,Hohai University,Nanjing 210098,China;2.National Engineering Research Center of Water Resources Efficient Utilization & EngineeringSafety,Hohai University Nanjing 210098,China);Dam deformation forecast model based on hierarchical diagonal neural network[J];Engineering Journal of Wuhan University;2009-03
China Proceedings of conference Full-text Database 1 Hits
1 ;Tunnel Surrounding Rocks Deformation Prediction Based on Improved BP Network[A];[C];2006
【Citations】
Chinese Journal Full-text Database 8 Hits
1 Yang Lu Gao Ziyou(College of Traffic and Transport,Northern Jiaotong University, Beijing 100044);Research on Time Series Prediction Model Based on Neural Networks[J];JOURNAL OF NORTHERN JIAOTONG UNIVERSITY;1998-03
2 Zhang Zhiqiang,Feng Xiating,Yang Chengxiang,Lin Yunmei (School of Resource and Civil Engineering,Northeastern University, Shenyang 110006,China);Study on Genetic Neural Network for Nonlinear Displacement Time Series Analysis[J];JOURNAL OF NORTHEASTERN UNIVERSITY;1999-04
3 Zhang Baojin ①, Hu Qingmiao ①, Zeng Meiguang ①, Tian Dexin ② (①School of Sciences,NEU, Shenyang 110006;②Iron and Steel Research Institute Wuhan Iron and Steel Company,Wuhan 430080);Method of Improving the Properties of BP Artificial Neural Networks[J];JOURNAL OF NORTHEASTERN UNIVERSITY;1999-01
4 Li Xiaoan, Kang Jichang, Cai Xiaobin, Dai Guanzhong (Northwestern Polytechnical University);A Survey of Evolutionary Neural Networks[J];CONTROL AND DECISION;1998-06
5 Bao Liwei He Min Shen Ping (Zhejiang University Industrial Automation Research Centre, Hangzhou 310027);ARGUMENT ON THE SHORTCOMING OF BP-MODEL[J];Pattern Recognition and Artificial Intelligence;1995-01
6 Lu Xueqiang (Tianjin Enviromental Protection Institute 300191) Liang Xuehui (Tianjin Eelectric Construction Company 300300) Lu Xuejun (Hebei University of Technology, Tianjin 300131);Neural Network and Its Application to Pridiction of Nonlinear Time Sequence[J];SYSTEMS ENGINEERING ---THEORY & PRACTICE;1997-06
7 NIU Dongxiao\ XING Mian (North China Electric Power University, Baoding 071003);A Study on Wavelet Neural Network Prediction Model of Time Series[J];SYSTEMS ENGINEERING-THEORY & PRACTICE;1999-05
8 CAO Jin WANG Guizeng (Automation Dept, Tsinghua Univ, Beijing 100084);PREDICTION MODELING BASED ON RECURREN TNEURAL NETWORKS WITH SELF TUNING FUNCTION[J];INFORMATION AND CONTROL;1998-02
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 YANG Guan-lu1,LI Qing-yan2,HU Xin1 (1.College of Information Science & Engineering,Huaqiao University,Quanzhou 362021,China; 2.College of Electronic Science & Technology,Anhui University,Hefei 230039,China);Synchronal generator excitation controller based on SNC neural network[J];Journal of Anhui University(Natural Sciences);2005-03
2 ZHOU Ming-zheng(Computer Science and Engineering Department,Anhui Insititute of Mechanical and Eleetrical Engineering,Wuhu 241000, China);The application of neural network in contral system[J];JOURNAL OF ANHUI INSTITUTE OF MECHANICAL AND ELECTRICAL ENGINEERING;2000-02
3 HAO Xiao_hong,XIE An_guo(School of Materials Science and Engineering,Anshan University of Science and Technology,Anshan 114044,China);On Time Series Forecasting Methods for Coke Ratios and Other Factors of Iron-Making[J];Journal of Anshan Institute of Iron and Steel Technology;2002-04
4 CHEN Chao-jun,GUO Lian-jun(School of Civel and Transportation Engineering,Anshan University of Science and Technology,Anshan 114044,China);Middle layer self-construction of wavelet neural network and its application in engineering of support of deep foundation pit[J];Journal of Anshan University of Science and Technology;2006-01
5 XU Chong LIU Bao-guo LIU Kai-yun (School of Civil Engineering & Architecture of Beijing Jiaotong University,Beijing 100044);Nonlinear Time Series Model for Displacement of Double-arch Tunnel Based on Improved SVM[J];Chinese Journal of Underground Space and Engineering;2007-S1
6 Zhang Binbin(Guangdong Textile Polytechnic Information Engineering Department Foshan 528041);Improve BP Algorithm in Matlab[J];Office Informatization;2011-14
7 Chen Wenming (Baosteel Research Insittute) Xie Yingxiu (Technical Department) Su Dongping (Huadong Normal University) Feng Jiansheng (Baosteel Research Institute);Application of KDD in the Quality Analysis and Control of Baosteel Products[J];BAO STEEL TECHNOLOGY;2000-03
8 Feng Jiansheng (Technology Center);KDD and Its Applications[J];BAO STEEL TECHNOLOGY;1999-03
9 WANG Ning, WANG Hui ( 1 .College of Economics and Management , Beijing University of Technology,Beijing 100022,China; 2.College of Electronic Business,Beijing United University,Beijing 100000,China );Forecast of Enterprise Development Level Based on Wavelet Method[J];Journal of Beijing Polytechnic University Social Sciences Edition;2004-01
10 ZHANG Dong-liang 1, AI Xing 2, ZHANG Cheng-rui 2, XU Chuan-jun 1 (1 Dept. of Automation, Shandong University, Jinan 250061, China; 2 Dept. of Automation, Shandong University, Jinan 250061, China);The Applications of Artificial Neural Networks in Motion Control[J];Ordnace Industry Automation;2001-01
China Proceedings of conference Full-text Database 10 Hits
1 Li Junli,Zhang Guanghui,Zhu Xiaohong College of Information Engineering and Automation,Kunming University of Science and Technology,Kunming 650051,P.R.China;A New Algorithm of Neuron PID Control Based on Intelligent Gain[A];[C];2008
2 HU Yu-e~1 DING Shu-ping~2 1(Liaoning university of petroleum & chemical Technology,Liaoning,Fushun,113001,China) 2(Hua run alcohol company,Heilongjiang,Zhaodong,151100,China);Nonlinear multi-step predictive learning controller based on improved BP algorithm network model[A];[C];2003
3 CHEN Yu-qiang1,LIU Zhi-gang2,YANG Tie-jun2, XIAO You-hong2 (1.Physics Department, Mudanjiang Teachers College, Mudanjiang 157012,China; 2.School of Power Engineering, Harbin Engineering University, Harbin 150001, China);Diesel Active Vibration Control with Hydraulic Servo[A];[C];2007
4 Yang Xia1, Chen Liang2 Institute of Communications Engineering, PLA University of Sci. & Tech., Nanjing 210007, China;An image hiding algorithm based on ANN adaptive capacity estimation[A];[C];2005
5 CHU Lin-lin,GUO Chun-sheng,LI Yan-qin Institute Of Disaster Prevention Science And Technology,Beijing Yanjiao 065201;An Analog Circuit Board Fault Diagnosis Method of Based on Back-Propagation Neural Network[A];[C];2009
6 Liu Yue Kang Changgeng (Institute of Electronic mechanical Engineering of Beijin Institute of Technology,Beijing,100081);The Digital Simulation of neural network mode reference adaptive control of a Certain Missile[A];[C];2002
7 XU Bao-chang, CHEN Zhe School of Automation Science and Electrical Engineering, Beijing University of Aeronautics and Astronautics, Beijing 100074;Study on the Neural Network Based Scene Matching Algorithm[A];[C];2003
8 Qi guoqiang1Wei xiaoli1Zhang changli1Niu zhiyong2 (Northeast Agriculture University Engineer Academic );Using Improved BP Forecast to make First-Breed Cow 305 Day Production Milk Realized[A];Chinese Society of Agricultural Engineering[C];2005
9 Lu Zhigang Ji Erkang Li Wei Wu Shichang (School of Electric Engineering, Yanshan University, Qinhuangdao 066004, China);Design of BDCM Controller Based on Orthogonal Neural Network[A];[C];2005
10 Gao Wei,Zheng Yingren (Dept.Civil Engineering,The Institute of Logistical Engineering,Chongqing 400042 China);DISCUSSION OF SOME DISPLACEMENT PREDICTION METHODS IN GEOTECHNICAL ENGINEERING[A];[C];2000
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 HE Yingcheng1,SHAO Xiaohong2,ZHANG Xiaopeng3,ZHAO Huimin1(1.Kunming University of Science and Technology,Kunming650224,China2.Kunming Civil Engineering Design Institute,Kunming650051,China;3.Chengdu Sihai Rock and Soil Company Kunming Branch,Kunming650051,China);The research of withdrawal resistance of soil nailing[J];Building Science Research of Sichuan;2003-03
2 Zhu Dezhen et al.(169);Principles and Methods of Inverse Analysis for the Displacement from the Pressure of Tunnel Rock[J];UNDERGROUND SPACE;1999-03
3 GAO Wei et al.(81)[;Development of Research on Uncertain Back Analysis in Geotechnical Engineering[J];UNDERGROUND SPACE;2000-02
4 QIU Shen hua et al.;Study on the Solution for Uncertain Parameters of the Rock Mass[J];Underground Space;2001-03
5 LI Xiaohong et al.[;Intelligent Back Analysis of Tunnel Rock Displacement and Its Application[J];Underground Space;2001-04
6 LIN Lusheng et al.;Calculation and Analysis of the Thrust of Landslide on Anti-sliding Pile with Anchoring Ca-ble and the Diagram of Its Distribution[J];Underground Space;2001-S1
7 DING Zhen-zhou et al;Numerical Simulation of Saturated Soft Clay Ground Improvement by DCM[J];Underground Space;2002-02
8 WU Bo et al.;Visco-elastic Analysis of Stability for Surrounding Rock of the Tunnel Supported by Bolt-shotcrete and Its Application[J];Underground Space;2002-04
9 ZHU Jian kai et al;Prediction of Effective Strengthening Depth of Dynamic Consolidation by Neural Network[J];Underground Space;2003-01
10 WU Men jun et al;Study on Effect of Karst to Surrounding Rock Stability of Highway Tunnel[J];Underground Space;2003-01
China Proceedings of conference Full-text Database 2 Hits
1 Feng Xiating Zhang Qizhi Lin Yunmei (Northeastern University,Shenyang 110006);PREDICTING ORE OR ROCK PARAMETERS FOR ENGINEERING PURPOSE USING ARTIFICIAL NEURAL NETWORK[A];[C];1994
2 Xie Heping Sichuan University Chengdu 610065 China;PROGRESS IN BASIC RESEARCH ON THE SAFETY OF MAJOR ENGINEERING PROJECT IN HAZARDOUS ENVIRONMENTS[A];[C];2004
【Secondary References】
Chinese Journal Full-text Database 10 Hits
1 JIANG De-yi~1,REN Song~1,LIU Xin-rong~(1,2),JIANG Zai-wen~3(1.Key Laboratory for the Exploitation of Southwestern Resources & the Environmental Disaster Control Engineering,Chongqing University, Ministry of Education,Chongqing 400044,China;2.College of Civil Engineering,Chongqing University,Chongqing 400045,China;3.The South-east Branch of Chongqing Highway Development Company Ltd,Chongqing 400060,China);Predicting the Vault Crown Settlement Tendency of Tunnel with the Genetic Neural Network[J];Chinese Journal of Underground Space and Engineering;2006-04
2 LAI Yongbiao,QIAO Chunsheng(School of Civil Engineering and Architecture,Beijing Jiaotong University,Beijing 100044,China);Intelligent Model of Karstic Collapse Prediction Based on SVM[J];Journal of Beijing Jiaotong University;2008-01
3 LIU Yong-xia~(1,2);FENG Zhong-ke~1;DU Peng-zhi~3.1 Institute of GIS,RS&GPS,Beijing Forestry University,100083,P.R.China;2 Fangshan Branch Bureau of Beijing Municipal Commission of Urban Planning,102488,P.R.China;3 Beijing Forestry Survey and Design Institute,100079,P.R.China.;Application of Elman dynamic recurrent neural network to forecast tree growth.[J];Journal of Beijing Forestry University;2007-06
4 QIN Zhen-zhen,YANG Fan,HUANG Sheng-lin,XU Jia(School of Geomatics,Liaoning Technology University,Fuxin 123000,China);Dam side slope deformation forecast model research based on GA-BP algorithm[J];Engineering of Surveying and Mapping;2010-01
5 WANG Zhijun1,SONG Shixue2,JIANG Yufeng1,ZHAO Erfeng1(1.Hohai University,Nanjing 210098,China;2.Liaocheng University,Liaocheng 252059,China);Integration of Machine Learning Algorithm in Dam Safety Monitoring System[J];Hydropower Automation and Dam Monitoring;2008-03
6 Deng Xingsheng1),Chen Shiqiao2) and Yin Zhicheng1)1)Department of Surveying Engineering,Changsha University of Science & Technology,Changsha 410004 2)Hunan Electric Power Zhexi Hydro-electric Power Plant,Anhua 413508;APPLICATION OF DYNAMIC REGGRESSION MODEL IN DEFORMATION ANALYSIS[J];Journal of Geodesy and Geodynamics;2011-05
7 LI Hao,ZHANG Feng-an(Inner-Mongolia power Exploration & Design Institute,Huhhot 010020,China);The Application of Artificial Neural Network in Static Load Test[J];Electric Power Survey & Design;2006-03
8 WANG Xiao-rui1,2, WANG Yuan-han1, LIU Xiao-nan1 1.School of Civil Engineering and Mechanics, Huazhong University of Science and Technology, Wuhan 430074, China2.Department of Cioil Engineering, Nanyang Insitute of Technology, Nanyang 473004, China;Back-Analysis for Surrounding Rock Deformation Monitoring of Yunling Tunnel[J];Earth Science(Journal of China University of Geosciences);2008-05
9 ZHANG Chun-gen,WANG Jing,YU Hong-ming,CHEN Hou-zhong ( Graduate School; Engineering Faculty ,China University of Geosciences ,Wuhan 430074 ,China ; Wuhan Reonnaissance Academy Co. Ltd. ,China Metallurgy Group , Wuhan 430080,China; Hubei Hanhong Highway Co.Ltd. ,Wuhan 430056,China);Prediction of the Settlement of Highway Soft Foundation by BP-NN Model[J];Geological Science and Technology Information;2005-S1
10 XIA Bin-wei1,LI Xiao-hong1,LU Yi-yu1,KANG yong1,Wang Xin-fei2,(1.China Education Ministry's Key Lab.For the Exploitation of South West Resources and the Environmental Disaster Control Engineering,Chongqing University,Chongqing 400030,P.R.China;2.South Construction Branch of Chongqing Expressway Development Co.Ltd,Chongqing 401121 P.R.China);Displacement Prediction of Surrounding Rock by Evolution BPnet Based on the decimal Gentic Algorithms[J];Journal of Chongqing University;2008-01
China Proceedings of conference Full-text Database 4 Hits
1 Wei Huanwei~(1,2) Yangmin~2 Sun Jianping~1 (1.Engineering Identification & Reinforcement Institute of Shangdong Jianzhu University Ji'nan 250014;2.Geotechnical Engineering Department of Tongji University Shanghai 200092;);SIMPLIFIED CALCULATION METHOD OF COMPOSITE SOIL NAILING LATERAL DISPLACEMENT[A];[C];2010
2 ZHENG Rong-yue,CAO Qian-qian,LIU Gan-bin,LIU Xiao-hu (College of civil,construction and environmental engineering,Ningbo University,Ningbo,315211 China2);DEVELOPMENT OF DEFORMATION CONTROL CRITERIA IN DEEP FOUNDATION PIT ENGINEERING AND PRACTICES IN NINGBO AREA[A];[C];2011
3 Wang Rong,Chen Bo,Long Xiaodong,Liu Genbao Shanghai TELSAFE Engineering Technology Co.,Ltd.,200092,Shanghai,China;On Monitoring Data Warning Value in the Underground Engineering[A];[C];2010
4 Li Chun-feng,Yan E-chuan,Zeng Yao (Faculty of Engineering,China University of Geosciences,Wuhan 430074 P R.China);Analysis of the Roof Falling Mechanism and In-situ Monitoring Measurement of Tunnel in Partial Pressure[A];[C];2008
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 Shao Juliang. Li Deren(Wuhan Technical University of Surveying and Mapping);WAVELET AND ITS APPLICATION TOIMAGE EDGE DETECTION[J];Acta Geodaetica Et Cartographic Sinica;1993-02
2 ZHANG KE; LIU GUI-ZHONG (Institute of Information Engineering, College of Electron and Information Engineering, Xi'an Jiaotong University Xi'an 710049, China);DECONVOLUTION OF SEISMIC SIGNAL USING GENETIC ALGORITHMS[J];Chinese Journal of Geophysics;1997-04
3 Dong Cong (Tsinghua University,Beijing 100084);GENERALIZED GENETIC ALGORITHM[J];EXPLORATION OF NATURE;1998-01
4 Lu Xueqiang(Tianjin Environmental Protection Research Institute., 300191),Song Haowei, Sun Benlong and Wang Zhanlong(Changchun University of Earth Sciences 130026 );APPLICATION OF BP NEURAL NETWORK TO ENVIRONMENTAL ASSESSMENT[J];Arid Environmental Monitoring;1995-04
5 ;Logic Structure of Generalized Genetic Algorithm and A Proof of Its Global Convergence[J];Computer Science;1998-05
6 WANG Xudong and SHAO Huihe(Research Institute of Automatic Control .Shanghai Jiaotong University. Shanghai, 200030,PRC);Nonlinear System Modeling Using the Radial Basis Function Neural Networks[J];CONTROL THEORY & APPLICATIONS;1997-01
7 Dong Cong, Liu Xila (Tsinghua University);A Study on Generalized BP Algorithm of Neural Network and Its Fault Tolerance and Generalization Capability[J];CONTROL AND DECISION;1998-02
8 Dong Cong(Tsinghua University);Approximation and Generalization Mechanism of Multilayer Feedforward Neural Network[J];CONTROL AND DECISION;1998-S1
9 Dong Cong;Li Zhengneng;Xia Renwei;HeQingzhi (Beijing University of Aeronautics and Astronauics),Beijing,100083;ADVANCES AND PROBLEMS IN THE STUDY OFMULTILAYER FEEDFORWARDN EURAL NETWORKS[J];ADVANCES IN MECHANICS;1995-02
10 Deng Dong-gao & Peng Li-zhong(Peking University);Wavelets Analysis[J];Advances In Mathematics;1991-03
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved