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《Journal of Jilin University(Earth Science Edition)》 2013-02
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Mining Subsidence Forecast Method Based on Improved Genetic Algorithm and Holt-Winters Model

Peng Shuaiying1,Li Guangjie1,Peng Wen2,Ma Jianquan1,Wang Xuedong1,Qin Shengwu1 1.College of Construction and Engineering,Jilin University,Changchun 130026,China 2.China Railway Erju Group Corporation Survey and Design Institute Co.,Ltd,Chengdu 610036,China  
In order to improve the prediction accuracy of mining subsidence,a method based on improved genetic algorithm and Holt-Winters model is proposed.Improved genetic algorithm(IGA) is put forward due to the defects of genetic algorithm.With the aid of the improved genetic algorithm,parameters of Holt-Winters model can be greatly optimized.Then the IGA-Holt-Winters model is applied in a mining subsidence forecast of Changchun-Siping highway.The result shows that the improved genetic algorithm enhances convergence speed and precision of the algorithm.Furthermore,the convergence of method improve forecast accuracy with percentage error less than 2% and mean errors less than 0.79% for long-term prediction of the mining subsidence.The model has better prediction accuracy and can be used for long-term prediction of mining subsidence.
【Fund】: 国家自然科学基金青年基金项目(41202197)
【CateGory Index】: TP18;TD325
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Chinese Journal Full-text Database 9 Hits
1 NAI Lei1,PENG Wen1,YUAN Ming-zhe2,ZHOU Neng-juan1 1.College of Construction and Engineering,Jilin University,Changchun 130026,China 2.Institute of Electrical Engineering,Northeast Dianli University,Jilin 132012,Jilin,China;Ground Collapse Prediction of Mined-Out Area Based on EMD and WLS-SVM[J];Journal of Jilin University(Earth Science Edition);2011-03
2 XIA Qing-qing1,AN Peng-yu1,HE Yue-guang2,WU Sheng-cai2(1.Zhongsui Jianye Road & Bridge Engineering Co.,Ltd.,Beijing 100097,China;2.TransportationEngineering College,Changsha University of Science & Technology,Changsha 410004,China);Subsidence prediction of mining area based on the grey theory[J];Journal of Transport Science and Engineering;2010-03
3 WANG Qing-rong(School of Electronic and Information Engineering,Lanzhou Jiaotong University,Lanzhou 730070,China);Combination Forecast of Railway Freight Volume Based on Holt-Winter Model and Neural Network[J];Journal of Lanzhou Jiaotong University;2010-04
4 Shi Biao1,Li Yuxia1,Yu Xinhua2,Niu Yanli1(1.Institute of Water Resources and Hydro-electric Engineering,Xi'an University of Technology,Xi'an 710048,China;2.Technical Institute of High Vocation,QingDao University of Science and Technology,Qingdao 261000,China);Long-term runoff forecast method based on dynamic adjustment particle swarm optimizer algorithm and Holt-Winters linear seasonal model[J];Transactions of the Chinese Society of Agricultural Engineering;2010-07
5 FANG Yong-bing(Shuozhou City Coal Picket of Shanxi Province,Shuozhou 036001,China);Analysis and processing of settlement data based on time series analysis[J];Journal of Shandong University of Technology(Natural Science Edition);2007-05
6 ZHANG Li~1,YAN Shi-feng~2(1.College of Aeronautic Transportation,Shanghai University of Engineering Science,Shanghai 201620,China;2.Statistic Department,East China Normal University,Shanghai 200062,China);Comparison of Holt-Winters and ARIMA Methods for Forecasting Charge of China Airline Passengers[J];Journal of Shanghai University of Engineering Science;2006-03
7 WU De-hui~(1,2)(1.Key Laboratory of Numerical Control of Jiangxi Province,Jiujiang University,Jiujiang 332005,China;2.Department of Electrical Engineering,Tsinghua University,Beijing 100084,China);Dynamic Exponential Smoothing Prediction Method and Its Applications[J];Journal of Systems & Management;2008-02
8 LIU Zhi-xiang,LIU Chao,LIU Qiang,YUE Yan-liang(College of Resources and Safety Engineering,Central South University,Changsha 410083,China);Chaotic time series reconstruction and security alarm system of rock mass deformation in undersea mining[J];Chinese Journal of Geotechnical Engineering;2010-10
9 YIN Guang-zhi1,ZHANG Wei-zhong1,2,ZHANG Dong-ming1,KANG Qin-rong1(1.College of Resources and Environmental Science,Chongqing University,Chongqing 400044,China;2.School of Safety Science and Administration,Zhongnan University of Economics and Law(ZUEL),Wuhan 430074,China);Forecasting of landslide displacement based on exponential smoothing and nonlinear regression analysis[J];Rock and Soil Mechanics;2007-08
Chinese Journal Full-text Database 10 Hits
1 Lu Qi, Gu Peiliang, Hao HaiSchool of Management, Tianjin University, 300072, P.R.China;Evolvement of Economy System and the Function of Policy[J];Journal of Beijing Forestry Unversity (Social Sciences);2003-02
2 NAI Lei,WANG Ri-xuConstruction Engineering College,Jilin University,Changchun 130026,China;GIS-Based Landslide Monitoring and Forecasting System and Its Application in the Landslide of Fushun West Open-Pit[J];Journal of Jilin University(Earth Science Edition);2010-06
3 DENG YUN-ye(Urban Construction Department of Shaoyang University,Hunan Shaoyang 422004,china);Assessment of goaf foundation stability based on attribute mathematical theory[J];Science of Surveying and Mapping;2011-04
4 ZHANG Tang-ting,YAN E-chuan,HU Xian-ming,FAN Bin-bin(Engineering Faculty,China University of Geosciences,Wuhan 430074,China);Landslide Deformation Analysis Based on Factor Analysis[J];Journal of Yangtze River Scientific Research Institute;2012-04
5 XIA Qing-qing1,AN Peng-yu1,HE Yue-guang2,WU Sheng-cai2(1.Zhongsui Jianye Road & Bridge Engineering Co.,Ltd.,Beijing 100097,China;2.TransportationEngineering College,Changsha University of Science & Technology,Changsha 410004,China);Subsidence prediction of mining area based on the grey theory[J];Journal of Transport Science and Engineering;2010-03
6 WANG Shou-xu,SUN Yi(School of Traffic and Transportation Engineering,Changsha Universityof Science & Technology,Changsha 410004,China);Application of construction quato consumption measurement based on the uncertainty of LAD forecasting[J];Journal of Transport Science and Engineering;2010-04
7 GAO Zhen-yan,SUN Yi(Cost Station,Inner Mongolia Highway Bureau,Inner Mongolia 010000,China);The application of GM(1,1) based on multiple transformation in project construction period prediction[J];Journal of Transport Science and Engineering;2011-03
8 YAN Jun-yin (Shi jiazhuang University of Economics,Shijiazhuang050031,China);The Systematical Analysis and Evaluation of Technical Innovation of the Enterprise[J];Geological Technoeconomic Management;2003-01
9 Sun Jialong1,2),Guo Shuyan2) and Guo Jinyun1,3)1) College of Geodesy and Geomatics,Shandong University of Science and Technology,Qingdao266510 2) Department of Geomatic Information,Huaihai Institute of Technology,Lianyungang222001 3) National Astronomical Observatories,CAS,Beijing100012;TIME SERIES FORCASTING MODEL OF GROUND SURFACE DEFORMATION CAUSED BY CURTAIN GROUTING FOR COAL MINE SHAFT[J];Journal of Geodesy and Geodynamics;2009-01
10 LI Zhen-hua1,CUI Xiao-jun2,QUE Jin-sheng1,LAI Hai-lin1(1.North China Power Engineering Co.,Ltd.,Beijing 100120,China; 2.North China Grid Company Limited,Beijing 100053,China);Stability Analysis of Tower Foundation Along 1000kV Ultra High-voltage Transmission Line in Mine Goaf[J];Electric Power Survey & Design;2010-06
China Proceedings of conference Full-text Database 2 Hits
1 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
2 LI Peixian~(1,2),TAN Zhixiang~(1,2),YAN Lili~(1,2),DENG Kazhong~(1,2) (1.Key Laboratory for Land Environment and Disaster Monitoring of SBSM,China University of Mining and Technology,Xuzhou, Jiangsu 221116,China;2.Jiangsu Key Laboratory of Resources and Environmental Information Engineering,China University of Mining and Technology,Xuzhou,Jiangsu 221116,China);BACK ANALYSIS OF MECHANICAL PARAMETERS FOR NUMERICAL SIMULATION OF MINING INDUCED FISSURE[A];[C];2010
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 LI Xi-bing, LIU Zhi-xiang(College of Resources and Safety Engineering, Central South University, Changsha 410083, China);Research on grey prediction of deformation laws in backfill based on phase space reconstruction[J];Journal of Safety and Environment;2004-06
2 SUN Chao1,2,BO Jing-shan1,3,LIU Hong-shuai1,QI Wen-hao11.Institute of Engineering Mechanics,China Earthquake Administration,Harbin 150080,China2.Investigation Engineering Department,Jilin Institute of Architecture and Civil Engineering,Changchun 130021,China3.Earthquake Engineering Department,Institute of Disater Prevention Science and Technology,Sanhe,Hebei 065201,China;Study on Influencing Factors of Ground Settlement over Mined-Out Area[J];Journal of Jilin University(Earth Science Edition);2009-03
3 ZHANG Wen-chun1,2,CHEN Jian-ping1,ZHANG Li21.College of Constrnction Engineering,Jilin University,Changchun 130026,China2.School of Surveying and Prospecting Engineering,Jilin Institute of Architecture and Civil Engineering,Changchun 130021,China;Reservoir Bank Collapse Prediction of Fengdu Couty in Reservoir Area of Three Gorges Based on Artificial Neural Network[J];Journal of Jilin University(Earth Science Edition);2010-02
4 ZHANG Jian-xiong①, JIANG Jin-bao①②, ZHANG Jian-xia①(①School of Surveying and Land Information Engineering, Henan Polytechnic University, Jiaozuo 454003,China; ②Resource Institute of Beijing Normal University, Beijing 100875,China);Subsidence monitoring and grey forecasting for high-layers buildings[J];Science of Surveying and Mapping;2007-04
5 GENG Yan,HAN Xue-shan,HAN Li (School of Electrical Engineering,Shandong University,Jinan 250061,Shandong Province,China);Short-Term Load Forecasting Based on Least Squares Support Vector Machines[J];Power System Technology;2008-18
6 FAN Min,SHI Wei-ren,LIANG Yong-lin,HUA Hai-yu(College of Automation,Chongqing University,Chongqing 400030,P.R.China);Application of a combination forecasting model in local financial revenue forecasting[J];Journal of Chongqing University;2008-05
7 Zhang Fawang; Jia Xiumei(Institute of Hydrogeology & Engineering Geology. MGMR,Zhengding, 050803)Zhao qua(Hebei College of Gelogy,Shijiazhuang 050031);Application of Gray System Statistic Method in the Field of Karst Collapse Prediction Analysis[J];;1996-02
8 YANG Tao1, LI Guo-wei2, FAN Kun3 (1. College of Urban Construction and Environment Engineering, University of Shanghai for Science and Technology, Shanghai 200093, China; 2. Geotechnical Engineering Institute, Hohai University, Nanjing 210098, China; 3. Computer Center, Shanghai Maritime University, Shanghai 200135, China);Prediction model of settlement of embankment on soft ground based on artificial neural network[J];Journal of University of Shanghai For Science and Technology;2003-02
9 YU Guo-rong1,YE Hui,2,XIA Zi-qiang3,ZHAO Xiao-yong4(1.Faculty of Electric Power Engineering,Kunming University of Science and Technology,Kunming 650051,China;2.Pulandian Water Resources Investigation and Design Institute of Dalian City,Pulandian 116200,China;3.State Key Laboratory of Hydrology-Water Resources and Hydraulic Engineering, Hohai University,Nanjing 210098,China;4.Yantai Water Conservancy Bureau,Yantai 264000,China);Application of projection pursuit auto regression model in predicting runoff of Yangtze River[J];Journal of Hohai University(Natural Sciences);2009-03
10 JIANG Jian-xun,YAN Xiao-zhong,SUN Guo-chao,CHEN Qi-hua(School of Energy and Power Engineering,Changsha University of Science andTechnology,Changsha 410004,China);Gray system in boiler slagging properties of power plant[J];Journal of Changsha University of Science & Technology(Natural Science);2009-02
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