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《Hydrogeology & Engineering Geology》 2013-01
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Reservoir landslide deformation forecast using BP neural network

YI Qing-lin1,2,ZENG Huai-en1,2,HUANG Hai-feng1,2(1.Key Laboratory of Geological Hazards on Three Gorges Reservoir Area,Ministry of Education,China Three Gorges University,Yichang 443002,China;2.Engineering Research Center for Geological Hazards Prevention and Cure, Hubei province,China Three Gorges University,Yichang 443002,China)  
Landslides deformation monitoring and forecast is a very important approach to early landslide warning and forecast.The basic principle and algorithm of BP neural network are briefly introduced in this paper.With 24 sets of GPS displacement monitoring data and the corresponding cause information,i.e.reservoir level and rainfall of a reservoir landslides,the landslide deformation model is constructed using BP neural network.The late 6 sets of cause information are put into the deformation model and the forecasted deformation is obtained.The results show that the forecasted deformation has a good fit performance with the fatual surveying deformation and can reflect the overall deformation trend.The results have referrence value for landslide deformation forecast.
【Fund】: 国家自然科学基金项目(41104009);; 地球空间环境与大地测量教育部重点实验室开放基金资助项目(11-01-04);; 精密工程与工业测量国家测绘地理信息局重点实验室开放基金项目(PF2011-4)
【CateGory Index】: P642.22
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【Citations】
Chinese Journal Full-text Database 7 Hits
1 ZHOU Xiao-ping1,QIAN Qi-hu2,ZHANG Yong-xing1,YANG Hai-qing1(1.School of Civil Engineering,Chongqing University,Chongqing 400045,China;2.PLA University of Science and Technology,Nanjing 210007,China);TIME PREDICTION MODEL OF LANDSLIDES BASED ON CATASTROPHE THEORY[J];Engineering Mechanics;2011-02
2 XIONG Xiao-jun,MEI Deng-hua (College of Computer Science and Technology,South China University of Technology,Guangzhou 510006,China);Software Reliability Model Base on Improved Neural Network[J];Computer Engineering;2010-22
3 Zhao Ying,Nan Jun,Cui Fuyi,Guo Liang(School of Municipal & Environmental Engineering,Harbin Institute of Technology,Harbin 150090,China);Application of neural network simulator for modeling of water treatment process[J];Water & Wastewater Engineering;2007-10
4 WU Cheng_zen, HONG Wei (Fujian College of Forestry,Nanping,Fujian 353001 PRC);BP_GA MIXED ALGORITHMS FOR LANDSLIDE PREDICTION[J];JOURNAL OF MOUNTAIN RESEARCH;2000-04
5 WANG Zhao-yang~1,XU Qiang~1,FAN Xuan-mei~1,ZENG Jin-hua~2(1.State Key Laboratory of Geohazard Prevention and Geoenvironment Protection, Chengdu University of Technology,Chengdu 610059,China;2.Chengdu Hydroelectric Investigation & Design Institute,CHECC,Chengdu 610072,China);Application of renewal gray GM(1,1) model to prediction of landslide deformation with two case studies[J];Hydrogeology & Engineering Geology;2009-02
6 LU Fumin1 WANG Shangqing1 LI Jin1 YAN Xueqing1(1 Key Laboratory of Geological Hazards on Three Gorges Reservoir Area of Education Ministry,China Three Gorges University,Yichang 443002,China);Application of Kalman Filter Model Considering Groundwater Level Factors to Landslide Deformation Forecast[J];Geomatics and Information Science of Wuhan University;2010-10
7 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];Chinese Journal of Rock Mechanics and Engineering;2002-04
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 ZHOU Zhi-hua et al(College of Environment and Resource,Southwest University of Science and Technology,Mianyang,Sichuan 621010);On Prediction and Forecast System for Landslide Hazard in Yingxiu-Rilong Tourist Highway Based on GIS[J];Journal of Anhui Agricultural Sciences;2009-04
2 SHI Ai-min1,KANG Qin-rong2,Xie Yu3(1.Chongqing Expressway Development Ltd.Yudong Branch Company,Chongqing 401147,China;2.College of Resource and Environmental Sciences,Chongqing University,Chongqing 400044,China;3.Chengdu Verification Branch for Natural Gas Flowrate of National Crude Oil Large Flowrate Calibration Station,Chengdu 610213,China);Review about the Actuality and Tendency of Landslide Disaster Time Prediction and Evaluation[J];Chinese Journal of Underground Space and Engineering;2008-06
3 Tang Chunlong(China Coal Technology & Engineering Group,Chongqing Design & Research Institute,Chongqing 400016,China);Mechanism Analysis about Load-unload Response Ratio Theory in Prediction of Landside[J];Chinese Journal of Underground Space and Engineering;2012-03
4 MIAO Shengjun~ 1,2) , CAI Meifeng~ 1) , XIA Xunqing~ 1) , LIU Hua~ 1) , TONG Huichao~ 1) 1) Civil and Environmental Engineering School, University of Science and Technology Beijing, Beijing 100083, China2) The Key Laboratory for High-Efficient Mining and Safety of Metal Mines, the Ministry of Education of China, University of Science and Technology Beijing, Beijing 100083, China;GPS monitoring of high slope deformation in open pit mines[J];Journal of University of Science and Technology Beijing;2006-06
5 WU Cai-yan~(1,2);QIAO Jian-ping~2.1 Environment and Resource College,Southwest University of Science and Technology,Mianyang City,Sichuan Province,621010,P.R.China;2 Institute of Mountain Hazards and Environment,Chinese Academy of Sciences,Chengdu,610041,P.R.China.;Relationship between landslide and lithology in the Three Gorges Reservoir Area based on GIS and information value model.[J];Journal of Beijing Forestry University;2007-06
6 Niu Rui-qing,Peng Ling,Ye Run-qing,Wu Xue-ling Institute of Geophysics and Geomatics,China University of Geosciences,Wuhan 430074,China;Landslide Susceptibility Assessment Based on Rough Sets and Support Vector Machine[J];Journal of Jilin University(Earth Science Edition);2012-02
7 CHAI He jun 1,2 , LIU Hao wu 1, WANG Zhong 1 (1.Hydroelectric Engineering College of Sichuan University, China; 2.Chengdu University of Technology);A RESEARCH ON EVOLUTION GENETIC ALGORITHM OF EVALUATING THE SOIL FRICTION PARAMETERS[J];Journal of Chengdu University of Technology;2001-04
8 ZHANG Jun-feng①, HE Zheng-wei①②, WANG Zhou-feng①(①National Key Laboratory of Geo-hazard Prevention and Geo-environment Protection, Chengdu University of Technology, Chengdu 610059, China;②Beijing Municipal Key Laboratory for Resource Environment and Geographic Information System, Capital Normal University, Beijing 100037,China);The application of information model based on GIS in geology stability evaluation system of Tianshan-Road[J];Science of Surveying and Mapping;2008-02
9 WANG Tian-hua~(1,2),LI Duan-you~(1,2),ZHOU Wu~(1,2),LU Yi-ran~3 (1.Yangtze River Scientific Institute,Engineering Safety and Disaster Prevention Scientific Institute, Wuhan 430010,China;2.Research Center on Water Engineering Safety and Disaster Prevention of MWR, Wuhan 430010,China;3.Key Laboratory of Geotechnical Mechanics & Engineering of MWR);Dam Safety Emergency Management System Design Based on GIS Technology[J];Journal of Yangtze River Scientific Research Institute;2009-S1
10 LIU Xiao-lu,ZHANG Ping-cang,SHI Zhe,HU Bo(Department of Soil and Water Conservation,Yangtze River Scientific Research Institute,Wuhan 430010,China);Study on Integrated Defense System of Landslide and Debris Flow[J];Journal of Yangtze River Scientific Research Institute;2010-11
China Proceedings of conference Full-text Database 7 Hits
1 ZHAO Ming-hua~1,LIU Jian-hua~1,CHEN Bing-chu~1,LIU Dai-quan~2 (1.Institute of Geotechnical Engineering,Hunan University,Changsha 410082,China; 2.Hunan Expressway Administration Bureau,Changsha 410001,China);Variable-weight combination forecasting model of slope deformation and instability[A];[C];2007
2 LIU Xiao-Lu,GAO Qiang,LIU Ji-gen (Changjiang Scientific Research Institute,Changjiang Water Resources Commission,Wuhan 430010,China);Study on the integrated defense system of landslide and debris flow[A];[C];2011
3 CHEN Li-xia YIN Kun-long ZHANG Gui-rong (Institute of Engineering,Chinese University of Geosciences,Wuhan 430074,China);LANDSLIDE HAZARDS SPATIAL PREDICTION IN PAN'AN COUNTY,ZHEJIANG PROVINCE,CHINA[A];[C];2005
4 Liu Chuanzheng,Wang Gongxian,Cui Peng;Status and Outlook on Geohazards Mitigation[A];[C];2008
5 TAN Xiao-long (Institute of Civil Engineering,Hohai University,Nanjing 210098);Study on GIS-based high slope monitoring and prediction model[A];[C];2007
6 Wang Kejun (Institute of Rock and Soil Mechanics,The Chinese Academy of Sciences,Wuhan 430071 China);SOME HOT SPOTS OF RESEARCH FOR ROCK MECHANICS AND ENGINEERING[A];[C];2000
7 GAO Wen-hua HUANG Zi-yong (Institute of Geotechnical Engineering,Hunan University of Science and Technology,Xiangtan,Hunan 411201,China);Forecasting of Landslide Displacement Based on Combination of Nonlinear Dynamics and Regression Analysis[A];[C];2008
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 LIU Xian-shan~1,WU Li~2(1.College of Civil Engineering,Chongqing University,Chongqing 400044;2.Hebei Architectural Science Research Institute,Hebei 050021,China);Improved Forcasting Model to Estimate Landslide Displacement[J];Chinese Journal of Underground Space and Engineering;2006-06
2 SU Huan~1 YI Wu~(1,2) MENG Zhao-ping~1 WANG Zhen-mian~1 LEI Yang~1 (1.China University of Mining and Technology,Beijing 100083,China; 2.China Three Gorges University,Yichang 443002,China);The Design of Time Forecasting and Predicting System for the Landslide Based on Mapgis[J];Chinese Journal of Underground Space and Engineering;2006-S2
3 SHI Ai-min1,KANG Qin-rong2,Xie Yu3(1.Chongqing Expressway Development Ltd.Yudong Branch Company,Chongqing 401147,China;2.College of Resource and Environmental Sciences,Chongqing University,Chongqing 400044,China;3.Chengdu Verification Branch for Natural Gas Flowrate of National Crude Oil Large Flowrate Calibration Station,Chengdu 610213,China);Review about the Actuality and Tendency of Landslide Disaster Time Prediction and Evaluation[J];Chinese Journal of Underground Space and Engineering;2008-06
4 Zeng Kaihua et al.(35);Application of Fractal Theory in Side Slope Prediction[J];UNDERGROUND SPACE;1999-01
5 Duan Weiguo1) Sun Shiguo1) Liu Yufu2)(1)College of Arch.Eng.,North China Univ.of Tech.,100041,Beijing,China; 2)Beijing Fangzhenglian Engineering Consulting Co.Ltd,100024,Beijing,China);Advances and Trends of Landslide Prediction[J];Journal of North China University of Technology Beijing China;2008-01
6 ZHANG Ji-xian( Chinese Academy of Surveying and Mapping, Beijing 100039, China);3S-aided landslide hazard monitoring and modeling[J];Engineering of Surveying and Mapping;2005-02
7 CHEN Wei-bing~1,WANG De-hou~2(1.Institute of Rock and Soil Mechanics,Chinese Academy of Sciences,Wuhan 430071,China;2.Yangtze River Scientific Research Institute,Wuhan 430010,China);Prediction of Landslide Displacement by Local-region method[J];Journal of Yangtze River Scientific Research Institute;2005-06
8 Wen Haijia, Zhang Yongxin, Zhang Jianhua (Faculty of Civil Engineering,B region of Chongqing University,Chongqing 400045 ; Office of Landslide Rockfall of chongqing,chongqing 400015);Main Influence on Social Economic Environment from Mountainside Disasters in New Chongqing[J];Chongqing Environmental Science;2000-06
9 ZHOU Mingduan1,2,GUO Jiming1,WEN Hongyan2,WANG Wei1 (1.Wuhan University,Wuhan 430079,China;2.Guilin University of Technology,Guilin 541004,China);Optimized Initial Value-based GM(1,1) Model and Its Application to Dam Monitoring[J];Hydropower Automation and Dam Monitoring;2008-02
10 Li Xiao1) and Xu Jinjun2)1)College of Civil Engineering and Urban Construction,Jiujiang University,Jiujiang 3320052)School of Geodesy and Geomatics,Wuhan University,Wuhan 430079;LANDSLIDE DEFORMATION PREDICTION BASED ON WAVELET ANALYSIS AND LEAST SQUARE SUPPORT VECTOR MACHINE[J];Journal of Geodesy and Geodynamics;2009-04
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