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《Journal of Daqing Petroleum Institute》 2006-01
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Prediction of seismic responses of liquid-storage tanks based on BP neural networks

ZHANG Yun-feng,WANG Hai-ping,LI Ke(College of Civil Engineering,Daqing Petroleum Institute,Daqing,Heilongjiang,163318,China)  
We have calculated seismic responses of 8 standard floating roof tanks under the 7th,8th,9th intensity,with certain heights of storaged liquid according to the method of code GB 50191-93,and used them as reliable sample data of neural networks model.Under MATLAB Neural Networks Box Functions,19 groups of the samples are trained,and the rest are used to test the reliability of the BP neural networks model.By adjusting the related parameters properly,we established a three layer BP neural networks model which can be used to predict the seismic responses of floating roof tanks.The relative errors of tested results are generally less than ±5%.
【Fund】: 黑龙江省自然科学基金资助项目(E0309)
【CateGory Index】: TU311.3
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【References】
Chinese Journal Full-text Database 1 Hits
1 XU Ping1, WANG Ben2, FAN Ying3 ( 1. School of Economic and Management, Harbin Engineering University, Harbin, Heilongjiang 150001, China; 2. School of Public Policy and Management, Tsinghua University, Beijing 100084, China; 3. School of Economics and Management, Daqing Petroleum Institute, Daqing, Heilongjiang 163318, China );Forecast of oil consumption based on BP neural network[J];Journal of Daqing Petroleum Institute;2007-02
【Citations】
Chinese Journal Full-text Database 1 Hits
1 Jiang Shaofei;The Method of Data Processing of Artificial Neural Networksin Civil Engineering Problems[J];JOURNAL OF HARBIN UNIVERSITY OF CIVIL ENGINEERING AND ARCHITECTURE;1999-05
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 CHEN Yong wen (Urban Construction Group Co.,Ltd.Gaoming Guangdong,Gaoming 528500,China);The study of seismic concept design of multistory masonry buildings[J];Building Science Research of Sichuan;2001-03
2 YAO Jin-jie 1,2 ,ZHU Yi-wen 1 (1.School of Civil Engineering,Wuhan University, Wuhan 430072,China; 2.College of Civil & Hydropower Engineering,China Three Gorges University,Yichang 443002, China);The Neural Network Model of Rock Blasting Parameters Design[J];Blasting;2005-02
3 MENG Jian qing (Pingdingshan Upgrading and Designing Institute,Pingdingshan 467000,China);The application of software PMCAD in deep excavation design[J];Journal of Henan Urban Construction Junior College;2001-02
4 Liu Zcngwu Wei Peiheng (Institute of Engineering Mechanics,State Seismological Bureau);DISCUSSION ON SITE ASSESSMENT METHODS USED IN CURRENT ASEISMIC DESIGN CODES[J];Earthquake Engineering and Engineering Vibration;1995-04
5 WENG Da-gen, XU Zhi-xin (Research Institute of Structural Engineering and Disaster Reduction, Tongji University, Shanghai 200092, China);Understanding of seismic design spectrum for Shanghai[J];Earthquake Engineering and Engineering Vibration;2001-01
6 ZHANG Ling-xin, JIANG Jin-ren, LIU Jie-ping (Institute of Engineering Mechanics. China Seismological Bureau, Harbin 150080. China);Seismic vulnerability analysis of multistory dwelling brick buildings[J];Earthquake Engineering and Engineering Vibration;2002-01
7 REN Xitai1,DU Jinglin2(1.Seismological Bureau of Shandong province, Jinan 250014,China; 2.Institute of Engineering Mechanics, China Seismological Bureau, Harbin 150080,China);Earthquake-resistant capacity evaluation methods for oil-fiquid stocking tanks in oil-field enterprise[J];Earthquake Engineering and Engineering Vibration;2003-02
8 Li Liangfeng, Lin Jianhua (Department of Civil Engineering., Huaqiao University, Quanzhou 362011,China);Reliability-evaluation of earthquake-resistant capacity for large storage tank[J];Earthquake Engineering and Engineering Vibration;2004-04
9 Yuan Zhaoqing,Zhang Yunfeng,Sun Jiangang(Department of Civil Engineering,Daqing Petroleum Institute,Daqing 163318,China);Uplift control study on vertical unanchored storage tank with hydraulic damper system[J];Earthquake Engineering and Engineering Vibration;2005-06
10 LIAO ZHEN-PENG(Institute of Engineering Mechanics,SSB, Harbin 150080, China)ZHENG TIAN-YU (Institute of Geophysics,Academia Academia Sinica, Beijing 100101, China);DEVELOPMENT OF ENGINEERING SEISMOLOGY IN CHINA[J];Chinese Journal of Geophysics;1997-S1
【Co-references】
Chinese Journal Full-text Database 6 Hits
1 YANG Xiao-long, LIU Xi-song ( 1. Daqing Petroleum Institute, Daqing, Heilongjiang, 163318; 2. Harbin University of Engineering, Harbin, Heilongjiang, 150001, China );Application of the graysystem theory to prediction and analysis of the future oil supply in China[J];Journal of Daqing Petroleum Institute;2003-04
2 REN Wei-hong, GONG Yan-fen (Economy and Management college, Daqing Petroleum Institute, Daqing, Heilongjiang,163318, China );Evaluation of oil field facility renewal based on BP neural network[J];Journal of Daqing Petroleum Institute;2004-04
3 Ma Zilong (Heihe Normal College,Heihe 154300) Zhong Weixiang (The Heating Power Engineering Installing Company of Jiamusi City,Jiamusi 154000);The Models of Consume Anaysis And Demand Forecast for Energy Systems[J];JOURNAL OF NATURAL SCIENCE OF HEILONGJIANG UNIVERSITY;1997-04
4 XU Zhong-hua, YANG Wei-feng, JIANG Wei-jin, ZENG San-you(Department of Computer Science, Zhuzhou Institute of Technology,Zhuzhou 412008,China);Improvement and Application of the Learning Algorithm of BP Neural Networks[J];Computer Engineering & Science;2004-12
5 Ni Zheng ,Ling Ziwei;Co-integration Econometric Analysis of Oil Demand Quantity in China[J];Nankai Economic Studies;2005-06
6 XU Mingde, LI Weijie(Mathematics Department of HuLan College,Herbin Normal University,HuLan Hei Long Jiang 150500,China);ANALYSIS OF LINEAR REGRESSION AND PREDICTION OF ENERGY NEEDS[J];Journal of Inner Mongolia Normal University(Natural Science Edition);2003-01
【Secondary References】
Chinese Journal Full-text Database 2 Hits
1 Chen Tao,Yang Kaifan,Yang Xiao(Department of Mathematics,Shaanxi University of Technology,Hanzhong 723000,Shaanxi China);Oil Consumption Forecast Based on Support Vector Machine[J];Henan Science;2008-12
2 Wang Ping Li Bainian(Anhui University of Finance and Economics,Bengbu 233041,China);The Forecasting of Petroleum Demands Based on Artificial Neural Network Modeo[J];Value Engineering;2009-08
【Secondary Citations】
Chinese Journal Full-text Database 4 Hits
1 Wang Hendong;Zhao Guofan(Department of Civil Eogineering,Dalian University of Technology 116024);EVALUATION OF EXISTING STRUCTURES BASED ON ANTIFICIAL NEURAL NETWORK[J];;1996-08
2 Liang Yanchun; Wang Zaishen(Departnient of Mathematics,Jilin University,Changchun,130023);A Preprocessing Method on Dense Type of Data Using Artificial Neural Network BP Algorithm[J];ACTA SCIENTIARIUM NATURALIUM UNIVERSITATIS JILINENSIS;1995-03
3 Lu Weimin; Dong Weimin (College of Structural Engineering, (Risk Management Solutions, Inc. USA)Tongji University, Shanghai, 200092);Use of Neural Networks in the Prediction of Losses in Fires Following Earthquakes[J];JOURNAL OF TONGJI UNIVERSITY;1995-01
4 Hang Shaofei Liu Zhiyang ( Northeastern University);APPLICATION OF ARTIFICIAL NEURAL NETWORK TO THE DESIGN PARAMETERS PREDICTION FOR STEEL-ENCASED CONCRETE FRAME COLUMNS AND ITS ADAPTABILITY[J];China Civil Engineering Journal;1997-01
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