Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Chinese Journal of Rock Mechanics and Engineering》 2007-03
Add to Favorite Get Latest Update

APPLICATION OF GREY-NEURAL NETWORK MODEL TO LANDSLIDE DEFORMATION PREDICTION

WU Yiping,TENG Weifu,LI Yawei(Faculty of Engineering,China University of Geosciences,Wuhan,Hubei 430074,China)  
According to the monotonously increasing characteristics and the nonlinear characteristics of landslide displacement time series,the displacement of landslide is decomposed into trend item and random item based on the responding composition model.The trend and random items of displacement time series are predicted by grey-neural network model;and the implementation process of grey-neural network model is discussed.As an example,the grey-neural network model is applied to the prediction of the short-term displacement of Maoping landslide based on the in-situ displacement data.The reasonable result shows the validity and feasibility of the grey-neural network model for landslide displacement prediction.
【CateGory Index】: P642.22
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 LONG Ran;DONG Zhiyong;CCCC Second Highway Consultants Co.,Ltd.;;Research on Combined Forecast of Landslide Deformation Based on Wavelet De-noising and Neural Networks[J];路基工程;2015-06
2 YU Xiu-ting;QIN Xi-zhong;JIA Zhen-hong;FU Yun-jin;CAO Chuan-ling;CHANG Chun;School of Information Science and Engineering,Xinjiang University;China Mobile Group Design Institute Limited Company;Subsidiary Company of China Mobile in Xinjiang;;Telephone traffic forecasting based on grey neural network with improved particle swarm optimization algorithm[J];计算机工程与设计;2015-11
3 GAO Caiyun;CUI Ximin;College of Geoscience and Surveying Engineering,China University of Mining and Technology;School of Surveying and Mapping Engineering,Henan University of Urban Construction;Key Laboratory of Mine Spatial Information Technologies,NASMG;;Analysis of Grey Neural Network and Its Application in Landslide Deformation Prediction[J];大地测量与地球动力学;2015-05
4 ZHOU Chao;YIN Kunlong;CAO Ying;HUANG Faming;Engineering Faculty,China University of Geosciences;Institute of Geological Survey,China University of Geosciences;;DISPLACEMENT PREDICTION OF STEP-LIKE LANDSLIDE BASED ON THE RESPONSE OF INDUCING FACTORS AND SUPPORT VECTOR MACHINE[J];岩石力学与工程学报;2015-S2
5 ZHAO Yannan;NIU Ruiqing;PENG Ling;CHENG Wenming;Institute of Geophysics and Geomatics, China University of Geosciences;China Geological Environment Monitoring Institute;Engineering Faculty, China University of Geosciences;Command of Geological Hazard Control in Area of Three Gorges Reservoir;;Prediction of landslide deformation based on rough sets and particle swarm optimization-support vector machine[J];中南大学学报(自然科学版);2015-06
6 LI Yuechao;Urban Mass Transit Engineering Co. ,Ltd of China Railway 11th Construction Bureau Group;;Forecasting of Slope Displacement Based on QPSO-LSSVM Method[J];山地学报;2015-03
7 WU Chang-fu;TU Zhi-gang;WAN Jia-wei;LUO Lin;Jiangxi Key Laboratory of Mining Engineering,Jiangxi University of Science and Technology;School of Resources and Environmental Engineering,Jiangxi University of Science and Technology;Faculty of Engineering,China University of Geosciences;;Judgment of Landslide Deformation Trends and Study of Landslide Stability Based on R/S and V/S Analysis[J];水电能源科学;2015-01
8 ZHANG Qun;XU Qiang;WU Lizhou;LI Jiang;State Key Laboratory of Geohazard Prevention and Geoenvironment Protection,Chengdu University of Technology;;BP neural network model for forecasting volume of landslide group in Nanjiang[J];水文地质工程地质;2015-01
9 ZHANG Jun;YIN Kunlong;WANG Jiajia;HUANG Faming;Faculty of Engineering, China University of Geosciences;Institute of Geological Survey,China University of Geosciences;;DISPLACEMENT PREDICTION OF BAISHUIHE LANDSLIDE BASED ON TIME SERIES AND PSO-SVR MODEL[J];岩石力学与工程学报;2015-02
10 TAN Xiao-long;College of Civil and Transportation Engineering,Hohai University;Key Laboratory of Geomechanics and Embankment Engineering of Ministry of Education,Hohai University;;Combinatorial Method of Deformation Prediction Based on Multipoint Monitoring for Large Slope and Its Engineering Application[J];长江科学院院报;2014-11
China Proceedings of conference Full-text Database 1 Hits
1 WU Yi-ping~1 LI Ya-wei~2 (1. Faculty of Engineering, China University ofGeosciences, Wuhan 430074, China; 2. Beijing Research Institute of Uranium Geology, Beijing 100029, China);Application of Grey-ENN model to prediction of wall-rock deformation in deep buried tunnels[A];[C];2008
【Citations】
Chinese Journal Full-text Database 5 Hits
1 GAO Wei1, 2, FENG Xia-ting2 (1. Department of Civil Engineering, Wuhan Polytechnic University, Wuhan 430023, China; 2. Key Laboratory of Rock and Soil Mechanics, Institute of Rock and Soil Mechanics, Chinese Academy of Sciences, Wuhan 430071, China);Study on displacement predication of landslide based on grey system and evolutionary neural network[J];岩土力学;2004-04
2 Huang Zhiquan1,4,Zhang Changcun2,Jiang Tong1,Wang Sijing3 (1 North China Institute of Water Conservancy and Hydroelectric Power, Zhengzhou 450045 China) (2Tianjin Survey and Design Institute, Tianjin 300222 China) (3 Institute of Geology and Geophysi;SYNERGETIC-BIFURCATED MODEL OF LANDSLIDE PREDICTION AND ITS APPLICATION[J];岩石力学与工程学报;2002-04
3 WU Cheng_zen, HONG Wei (Fujian College of Forestry,Nanping,Fujian 353001 PRC);BP_GA MIXED ALGORITHMS FOR LANDSLIDE PREDICTION[J];山地学报;2000-04
4 Huang Runqiu; Xu Qiang (Chengdu Institute of Technoloqy Chengdu 610059);SYNERGETIC PREDICTION MODEL OF SLOPE INSTABILITY[J];山地研究;1997-01
5 Ma Shuishan; Li Di;Zhang Baojun; Zhong Shifan(Yangtze River Scientific Research Institute ,Wuhan 430010);Displacement Characteristics and Prediction of Its Trend of Maoping Landslip Mass[J];长江科学院院报;1994-03
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 ZHOU Chao;YIN Kun-long;HUANG Fa-ming;Faculty of Engineering,China University of Geosciences(Wuhan);Institute of Geological Survey,China University of Geosciences(Wuhan);;Application of the chaotic sequence WA-ELM coupling model in landslide displacement prediction[J];岩土力学;2015-09
2 LI Yuechao;Urban Mass Transit Engineering Co. ,Ltd of China Railway 11th Construction Bureau Group;;Forecasting of Slope Displacement Based on QPSO-LSSVM Method[J];山地学报;2015-03
3 LIN Wei;ZHANG Weiqiang;SUN Qiang;LI Changmao;LIU Shenghui;Shanxi Railway Institute;School of Resources and Geosciences,China university of Mining and Technology;;Analysis and Prediction on Instability of Bedding Slope[J];路基工程;2015-02
4 YU Jun-ping;CHEN Zhi-jian;WU Li-jun;YU Shi-yuan;WANG Shu;School of Earth Science and Engineering,Hohai University;;Forecasting Slope Displacement Based on Support Vector Machine Optimized by Ant Colony Algorithm[J];长江科学院院报;2015-04
5 Yu Junping;Chen Zhijian;Wu Lijun;School of Earth Science and Engineering,Hohai University;China Railway Tunnel Survey & Design Institute Co. ,Ltd.;;Forecasting of Slope Deformation Based on PSO-SVM with Multi-factor Displacement Time Series[J];勘察科学技术;2015-01
6 YAO Wei;LIAN Cheng;School of Computer Science,South-Central University for Nationalities;School of Automation,Huazhong University of Science and Technology;;Prediction of Landslide Displacement Based on Reservoir Computing and Fractal Interpolation[J];长江科学院院报;2014-12
7 MA Decui;YANG Pengfei;TANG Hao;Chengdu Surveying Geotechnical Research Institute Co. ,Ltd. of MCC;Southwest Jiaotong University;;Study on Evolution Law of Slope Volume Caused by Rainfall[J];路基工程;2014-05
8 ZHOU Qi;ZHENF Zhendong;TANG Cong;LIU Ling;HOU Xuejiao;CUI Wei;School of Resources and Environmental Engineering,Wuhan University of Technology;;Synergetic Forecast Model Based on Correctional Background Value[J];武汉理工大学学报(交通科学与工程版);2014-05
9 CHEN Qiao-min;LIU Jing;HOU Xue-jiao;MENG Ting-ting;CUI Wei;School of Resources and Environmental Engineering,Wuhan University of Technology;;Parallel Weighted Combination Model in Time Forecast of Landslide[J];武汉理工大学学报;2014-07
10 WANG Li-wei;XIE Mo-wen;CHAI Xiao-qing;School of Civil and Environmental Engineering,University of Science and Technology Beijing;School of Geology Engineering and Geomatics,Chang'an University;;Research on method of displacement speed ratio for spatial evaluation of landslide deformation[J];岩土力学;2014-02
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 XIA Weiwei;WAN Jiawei;DING Yan;LUO Lin;School of Resources and Environmental Engineering,Jiangxi University of Science and Technology;Institute of Geological Survey,China University of Geosciences;Faculty of Engineering,China University of Geosciences;;Deep Displacement Prediction of Landslide Based on Wavelet De-noising and Regression Analysis[J];水电能源科学;2014-10
2 YANG Zhefeng;LUO Lin;JIA Dongyan;TANG Xia;College of Engineering,China University of Geosciences;;Prediction of deep foundation pit deformation based on wavelet de-noising[J];人民长江;2014-19
3 Gao Caiyun;Cui Ximin;Gao Ning;College of Geoscience and Surveying Engineering,China University of Mining and Technology;Geomatics & City Spatial Information School,Henan University of Urban Construction;;STUDY ON DEFORMATION PARALLEL COMBINATION PREDICTION UNDER DIFFERENT RESTRICTION CRITERION[J];大地测量与地球动力学;2014-03
4 TAO Hongliang;FAN Shikai;XU Guangli;CHEN Song;Faculty of Engineering,China University of Geosciences(Wuhan);Wuhan Huatai Geotechnical Engineering Co.Ltd.;Wuhan Architectural Design Institute;;Deformation and Stability of Collapse and Gliding Landslide with Changes of Water Level[J];水电能源科学;2014-05
5 Xiao Haiping;Yang Wangsheng;Xiao Lan;Guo Zhongqun;Cao Xixi;School of Architectural and Surveying & Mapping Engineering,Jiangxi University of Science and Technology;Yudu Branch of School of Surveying and Design East China Institute of Technology;Department of Surveying Ganzhou Land and Resources Bureau;;Research on Landslide Deformation of High and Steep Slope in Open-pit Mine based on Combination Prediction Model[J];金属矿山;2014-04
6 Huang Faming;Tian Yugang;Faculty of Information Engineering,China University of Geosciences;;WA-VOLTERRA Coupling Model Based on Chaos Theory for Monthly Precipitation Forecasting[J];地球科学(中国地质大学学报);2014-03
7 CAO Lu-lai;XU Lin-rong;CHEN Shu-yang;JIE Xiao-feng;School of Civil Engineering,Central South University;;Assessment of debris flow hazard based on Fuzzy Neutral Network[J];水文地质工程地质;2014-02
8 PENG Ling;NIU Rui-qing;WU Ting;China Institute of Geo-Environment Monitoring;Institute of Geophysics and Geomatics,China University of Geosciences;Hunan Provincial Institute of Agriculture,Forestry and Industry Inventory and Planning;;Time series analysis and support vector machine for landslide displacement prediction[J];浙江大学学报(工学版);2013-09
9 LI Peng-li;TIAN Wei-ping;LI Jia-chun;Key Laboratory for Special Area Highway Engineering of Ministry of Education, Chang'an University;;Analysis of landslide stability based on BP neural network[J];广西大学学报(自然科学版);2013-04
10 GAO Ning;GAO Cai-yun;Faculty of Survey &Spatial Information Engineering,Henan University of Urban Construction;;Optimized grey model for forecast on deformation of dangerous rock[J];测绘科学;2014-04
【Secondary References】
Chinese Journal Full-text Database 3 Hits
1 LI Shouwei;LI Yichen;The State Key Laboratory of Geohazard Prevention and Geoenvironment Protection,Chengdu University of Technology;;Landslide Displacement Prediction Based on ARIMA Model[J];成都大学学报(自然科学版);2015-04
2 LI Sheng;HAN Yong-liang;GAO Hong;LUO Ming-kun;HU Hai-yong;College of Mining Engineering,Liaoning Technical University;Shenyang Research Institute,China Coal Technology & Engineering Group;;Research on LMD-ELM-based multi-scale prediction model of slope deformation[J];中国安全科学学报;2015-11
3 LI Sheng;HAN Yong-liang;YANG Hong-wei;LIU Yong-rui;College of Mining Engineering,Liaoning Technical University;Shenyang Research Institute,China Coal Technology & Engineering Group;Liaoning Association for Science & Technology;;Research on LMD-Elman-based time-series rolling prediction of slope deformation in open-pit mine[J];中国安全科学学报;2015-06
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 Gao Wei1,2, Zheng Yingren2 (1Key Laboratory of Rock and Soil Mechanics,Institute of Rock and Soil Mechanics,The Chinese Academy of Sciences, Wuhan 430071 China) (2Department of Civil Engineering,Logistical Engineering University, Chongqing 400041 China);NEW EVOLUTIONARY BACK ANALYSIS ALGORITHM IN GEOTECHNICAL ENGINEERING[J];岩石力学与工程学报;2003-02
2 Lee C F 1, Wang Min 2 ( 1 Department of Civil Engineering, The Hong Kong University, Hong Kong, China) ( 2 Facility of Construction Engineering, Chongqing Jianzhu University, Chongqing 400045 China);COMPARISON OF LANDSLIDE HAZARDS BETWEEN HONG KONG AND CHONGQING[J];岩石力学与工程学报;2000-04
3 Wu Cheng-zhen; Hong Wei (Fujian Forestry College, Nanping 353001);STUDY ON FRACTAL FEATURES OF SOIL AGGREGATE STRUCTURE UNDER DIFFERENT MANAGEMENT PATTERNS[J];土壤学报;1999-02
4 YI Shun_min 1 CAI Shan_wu 2 ( 1The State Key Hydraulic Laboratory of High Speed of Sichuan Union University, Chengdu 610065; ( 2The Bolun Vocational Technical School,Shenzhen 518052);THE FRACTAL DIMENSION CHARACTERISTICS OF LANDSLIDES ACTIVITIES IN THE ZHANGMU AREA OF TIBET AND ITS GEOLOGICAL SIGNIFICANCE[J];山地学报;1999-01
5 He Dongjin Hong Wei Wu Chengzhen (Fujian College of Forestry, Nanping 353001);Mathematical Models for Factors Influencing Soil and Water Holding Capacities[J];福建林学院学报;1999-01
6 Wu Chengzhen,Hong Wei and He Dongjin ( Fujian Forestry College ,Nanping,Fujian 353001);STUDY ON DENSITY CHANGE LAW IN ALDER AND CYPRESS MIXED FOREST BY ARTIFICIAL NEURAL NETWORK[J];西北植物学报;1999-01
7 WU Cheng zhen HONG Wei(Department of Resources & Environment, Fujian College of Forestry, Nanping 353001);A STUDY ON DENSITY OPTIMUM CONTROL DURING STAND MANAGEMENT FOR PLANTATION[J];自然资源学报;1998-02
8 Hu Tiesong (Wuhan University of Hydraulic and Electric Engineering,Wuhan) Wang Shangqing (Hubei Research Institute of Landslide and Lose Stability of Rockmass,Yichang);MODIFIED NEURAL NETWORK FOR LANDSLIDE PREDICTION[J];自然灾害学报;1998-01
9 HONG Wei WU Cheng zhen HE Dong jin(Fujian College of Forestry,Nanping 353001);A STUDY ON THE MODEL OF FOREST RESOURCES MANAGEMENT BASED ON THE ARTIFICIAL NEURAL NETWORK[J];自然资源学报;1998-01
10 Hong Wei Wu Chengzhen(Fujian Forestry College, Nanping 353001);Study on the Soil Loss Prediction by Artificial Neural Network in Southeast Fujian[J];土壤侵蚀与水土保持学报;1997-03
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved