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《Mining Safety & Environmental Protection》 2009-01
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Comparative Study on Surface Subsidence Prediction Based on BP-ANN Model

FAN Hong-dong,DENG Ka-zhong,WEI Hao  
Based on comprehensive analysis of the factors influencing surface subsidence,a prediction model for surface subsidence was established by different methods of back propagation artificial neural network(BP-ANN).A large amount of data obtained at observation stations in a mining field was used for training and performance test of BP-ANN models,and comparison and analysis on these models were made. The results indicated that it is much more reasonable to use BP-ANN model to predict the mining subsidence.The method limited artificial factors during the prediction,simplified the complex problems and made the solution more reasonable and creditable.So,it has a certain application value.
【Fund】: “十一五”国家科技支撑计划重点项目(2006BAC09B001);; 国家自然科学基金项目(40772191)
【CateGory Index】: TD325.4
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Chinese Journal Full-text Database 1 Hits
1 MA Ya-jie1,3,LI Jian-min2,3,4,GUO Li-wen1,SONG En-chun2(1.School of Resources and Environment Engineering,Hebei Polytechnic University,Tangshan 063009,China;2.Kailuan(Group)Co.Ltd.,Tangshan 063018,China;3.School of Resources and Saftey Engineering,China University of Mining and Technology(Beijing),Beijing 100083,China;4.The Rock Mechanics & Support Special Committee,China Coal Society,Beijing 100083,China);Height prediction of water fractured zone based on ANN[J];Journal of China Coal Society;2007-09
Chinese Journal Full-text Database 10 Hits
1 CHEN Wen-yuan,LI Xue-mei,CHI Xiao-mei(Sichuan Architecture Professional Technology College,Deyang 618000,China);Dynamic response based multi-damage monitoring of shear-type structure using wavelet-neural network[J];Sichuan Building Science;2006-03
2 GAN Xin-hua1,SHI Yong1,LIN Bao-guo1,2(1.School of Resources and Environmental Engineering,Hefei University of Technology,Hefei 230009,China;2.Anhui Lvhua Environment Science and Technology Development Co.,Ltd.,Hefei 230061,China);Application of BP Neural Network Based on MATLAB Toolbox to the Evaluation of Atmosphere Environmental Quality[J];Anhui Chemical Industry;2008-05
3 GU Bing-fang1,GONG Lie-hang2,XU Guo-yue1(1.Nanjing University of Aeronautics and Astronautics,Nanjing 210007,China; 2.Engineering Institute of Science and Engineering University of PLA,Nanjing 210007,China);Study on ballistic performance of composite based on neural network[J];Ordnance Material Science and Engineering;2006-06
4 WANG Chang-long1,LIU Bing2,JI Feng-zhu2,CHEN Zheng-ge2 (1.Institute of Electronics and Information,Xi,an Jiaotong University,Xi,an 710049,China; 2.Ordnance Engineering College,Shijiazhuang 050003,China);Quantitative testing of magnetic flux leakage based on BP neural networks[J];Ordnance Material Science and Engineering;2007-01
5 LIANG Yu,HAO Hai-yan, YOU Zhi-feng, LI Yong (Brigade of Graduate, Air Defence Forces Command Academy, Zhengzhou 450052, China);Performance Evaluation of Man-Machine Interaction for C~4ISR System Based on LMBP NN[J];Ordnance Industry Automation;2005-04
6 Liu Hong Ren Kun Chen Wenkai (Beijing University of Technolog,Beijing 100022,China);Neural Network Based Comparative Study of Genetic and BP Training Algorithms[J];Journal of Beijing Polytechnic College;2008-02
7 REN Hui,LIU Yan,HU Gao-ping(Information Engineering School,Communication University of China,Beijing 100024,China);The Application of Neural Network in Stage Elevating Platform[J];Journal of Communication University of China(Science and Technology);2006-02
8 ZAN Tao FEI Ren-yuan WANG Min (Beijing Key Lab for Advanced Manufacturing Technology,Beijing University of Technology,Beijing 100022,China);Research on Abnormal Pattern Recognition for Control Chart Based on Neural Network[J];Journal of Beijing University of Technology;2006-08
9 Xu Xiangyang Wang Shuhan Tang Pengxiang Shi Gang(Dept.of Automobile Engineering,Beijing University of Aeronautics and Astronautics,Beijing 100083,China);Algorithm of multi-objective prediction on logistics volume of combined transportation[J];Journal of Beijing University of Aeronautics and Astronautics;2006-10
10 WANG Luo-guo~1,ZHANG Liang-hua~2,KANG Jing-li~1(1.Shool of Mechatronic Engineering,Beijing Institute of Technology,Beijing 100081,China;2.Institute of Chemical Defense,Beijing 102205,China);Study on the Neural Networks for Distinguishing Chemical Agents Base on the Wavelet Analysis[J];Transactions of Beijing Institute of Technology;2006-02
【Secondary Citations】
Chinese Journal Full-text Database 6 Hits
1 GUO Guang li,WANG Yun jia (China University of Mining and Technology, Xuzhou, 221008,China);Study of Robust Determining Parameters Model for Probability-integral Method and its Application[J];ACTA GEODAETICA ET CARTOGRAPHIC SINICA;2000-02
2 Xie Wenbing etc.;Influence of geological and mining factors on displacement distance of inflection point[J];GROUND PRESSURE AND STRATA CONTROL;1998-01
3 ZHOU Wan mao, ZHANG Hua xing, ZHONG Wei lin(Beijing Research Institute of Coal Mining, China Coal Research Institute, Beijing 100013,China);Study of getting surface subsidence parameters under the effect of multi working face mining[J];JOURNAL OF CHINA COAL SOCIETY;2000-03
4 SUN Huo ran 1,WANG Shu hong 1, GONG Yong jun 2,ZHUANG Shi yong 2(1 Northeastern University,Shenyang 110006,China;2 Nanfen Steel Company Open Ore,Benxi 117014,China);Study on genetic-neural network method of displacement in big cavern during excavation[J];Journal of China Coal Society;2001-01
5 Xu Yanchun Geng Deyong Liang Jinghua (Beijing Research Institute of Coal Mining,Central Coal Mining Research Institute) Liang Huaiqing Cao Rongping Zhao Pian (Huaibei Coal Mines Administration);METHOD FOR DETERMINATION OF DISPLACEMENT ANGLE PARAMETERS FOR A VERY THICK LOOSE LAYER DIVIDED INTO SECTIONS[J];JOURNAL OF CHINA COAL SOCIETY;1996-04
6 Wang Yuehan Deng Kazhong Zhang Dongzhi Zhou Ming(China University of Mining and Technology);THE STUDY ON THE CHARACTER OF STRATA SUBSIDENCE DURING REPEAT MINING[J];JOURNAL OF CHINA COAL SOCIETY;1998-05
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