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《Journal of Harbin Institute of Technology》 2001-04
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Improvement of BP network training rate

SUN Bai qing 1, PAN Qi shu 1, FENG Ying jun 1, ZHANG Chang sheng 2 (1.School of Management, Harbin Institute of Technology, Harbin 150001, China; 2.Dept of Mathematics, Harbin Institute of Technology, Harbin 150001,China)  
In order to address such issues as slow convergence speed and paralysis of network in application of BP network due to high dimension complexity of error function, normalization, number of hidden layer nodes, addition or subtraction of sample numbers, global learning rate, and network training algorithm are studied in this paper, and the results show that: Training sample data may not necessarily be normalized to and they can be changed by linear transform to a certain interval to achieve rational data distribution and satisfy different training needs; The number of hidden layer nodes is initialized to the experiential formula, and a little bigger network may be chosen to start the network training; The network must strengthen the memory of learned samples and pay more attention to cutting down the number of wrong samples; The thought of golden means is introduced to adjust the learning rate with satisfactory results; As a learning algorithm, single parameter dynamic searching algorithm can meet the demands of given precision as soon as possible.
【Fund】: 国家自然科学基金资助项目 ( 6 99740 13);; 黑龙江省科学技术计划项目 (k9912 )
【CateGory Index】: TP183
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【References】
Chinese Journal Full-text Database 10 Hits
1 JIAO Jian-cheng,XING Ji-shou,YANG Da-yong (Department of Mechanical Engineering, Beijing Institute of Machinery, Beijing 100085, China);Determination of the optimal machining conditions in electrical discharge machining[J];Journal of Beijing Institute of Machinery;2004-01
2 LI Xue-chun 1 ,YANG Yu-ying 1 ,WANG Yong-zhi 1 ,BAO Jun 1 ,LI Shun-ping(1.School of Material Science and Engineering,Harbin Institute of Technology,Harbin150001,China;2.School of Mate rial Science and Engineerin g,Northwest Polytechnical University,Xi'an7;On-line identification of material properties in bending deformation[J];Material Science and Technology;2002-01
3 YE Shuang-jiang, JIANG Han-qiao, CHEN Min-feng( MOE Key Laboratory of Petroleum Engineering, China University of Petroleum, Beijing 102249, China );Prediction of the productivity of horizontal wells based on gray-relation analysis and neural network[J];Journal of Daqing Petroleum Institute;2009-03
4 Hu Jianhua1,Wang Wei2,Xu Qihua1 (1 Department of Mechanical Engineering,Huaihai Institute of Technology,Lianyungang 222005;2 Department of Mechanical Engineering,Nanjing University of Aeronautics and Astronautics,Nanjing 210016);A New Method for Determination of the Optimal Machining Conditions in Electrical Discharge Machining Using Fuzzy Neural Network[J];Mechanical Science and Technology for Aerospace Engineering;2008-08
5 XUE Nian xi , JIA Yong le (Department of Computer Science and Automation, Beijing Institute of Machinery, Beijing 100085, China);Improvement of the BP Network with Automatically Adjusting the S Function[J];Computer Automated Measurement & Control;2003-02
6 LU Juan-juan,CHEN Hong(Institute of Electrical Engineering,Hohai University,Nanjing 210098,China);Researching Development on BP Neural Networks[J];Control Engineering of China;2006-05
7 WANG Li peng, LIU Gui li, LI Xiao peng (Dept. of Architecture Engineering,Shenyang University of Technology, Shenyang 110023, China);Fault diagnosis of rotor in fan based on BP NN[J];Journal of Shenyang University of Technology;2002-05
8 HUAN Hong-yan1,HUAN Hong-jiang2(1.School of Economic and Business,Fuyang Normal College,Fuyang 236041,China;2.School of Information Science and Technology,Nanjing University of Technology,Nanjing 210009,China);Application of Improved BP Neural Network in Economic Forecasts[J];Statistics & Information Forum;2008-01
9 WANG Lei;GU Hong-wei;YAO Heng-shen 1. Postgraduate School, Southwest Petroleum Institute, Chengdu, Sichuan 610500, China; 2. Well Log Center, Tarim Oilfield Company, PetroChina, Korla, Xinjiang 841000, China; 3. Computer Science College, Southwest Petroleum Institute, Chengdu, Sichuan 610500, China;Artificial Neural Network-Based Combination Forecast Method for Oil-Gas Production[J];Xinjiang Petroleum Geology;2005-05
10 LI Li, ZHANG Bingsen (College of Information Engineering, Qingdao University, Qingdao, 266071);Research on Color Matching in Textile Dying Based on BP Neural Network[J];System Simulation Technology;2006-04
【Citations】
Chinese Journal Full-text Database 6 Hits
1 Zhang Xiaoming, Sun Baoyuan ( Dept. of Mech. Eng., Dalian Univ. of Technol., China );Sample increasing method for BP neural networks[J];JOURNAL OF DALIAN UNIVERSITY OF TECHNOLOGY;1997-05
2 ZHANG Shao zhong, FENG Ying jun (Institute of Application Math., Harbin Institute of Technology, Harbin 150001, China);Robustness of SPDS algorithm for BP network[J];JOURNAL OF HARBIN INSTITUTE OF TECHNOLOGY;2000-02
3 FENG Ying jun, ZHANG Shao zhong, WANG Xue feng, WEN Jian hai (Dept. of Mathematics, Harbin Institute of Technology, Harbin 150001, China);Cause for paralysis of BP network[J];Journal of Harbin Institute of Technology;2000-05
4 Wang Xuefeng Feng Yingjun (Institute of Applied Mathematics);^A New Learning Algorithm for Neural Networks[J];JOURNAL OF HARBIN INSTITUTE OF TECHNOLOGY;1997-02
5 GAO Da-Qi(Institute of Information Science, Jiangsu University of Science and Technology, Zhenjiang 212013);ON STRUCTURES OF SUPERVISED LINEAR BASIS FUNCTION FEEDFORWARD THREE-LAYERED NEURAL NETWORKS[J];CHINESE JOURNAL OF COMPUTERS;1998-01
6 LIANG Jiu zhen 1 HE Xin gui 2 HUANG De shuang 2 1(Department of Computer Science and Engineering\ Beijing University of Aeronautics and Astronautics\ Beijing\ 100083) 2(Beijing Institute of System Engineering\ Beijing\ 100101);Super-Linearly Convergent BP Learning Algorithm for Feedforward Neural Networks[J];JOURNAL OF SOFTWARE;2000-08
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 MA Li-li et al(Institute of Vegetable and Flower,Chinese Academy of Agricultural Sciences,Beijing 100081);Research on the Modeling of Transverse and Longitudinal Diameter Growth of Tomato Fruit Based on BP Neural Network[J];Journal of Anhui Agricultural Sciences;2008-06
2 ZHANG Yan_mei 1,WANG Feng 2,ZHONG Wei_qiu 3 (1.Institute of Staffs and Workers,Anshan I.& S.Complex,Anshan 114005,China;2.Consturction Company,Anshan I.& S.Complex,Anshan 114005,China;3.Dept. of Civil Engineering,Dalian University of Technology,Dalia;Qualtiy Examination for Concrete Members Based on Neural Network Technique[J];Journal of Anshan Institute of Iron and Steel Technology;2002-01
3 DONG Kui-youg 1 YANG Ping 2 (Dong Hua University College of Textiles Shanghai 200051) 1 (SGS Shanghai Branch Shanghai 200233) 2;BP Neural Network Method for the Prediction of Yarn Unevenness[J];Beijing Textile Journal;2002-05
4 HUANG Lin-jun LIU Rang?tong (Xi'an Institute of Science and Technology,Xi'an,710048 China);The Research of Using the BP Neural Networks to Forecast the Resonable Wool Quality[J];Beijing Textile Journal;2003-05
5 JIAO Jian-cheng,XING Ji-shou,YANG Da-yong (Department of Mechanical Engineering, Beijing Institute of Machinery, Beijing 100085, China);Determination of the optimal machining conditions in electrical discharge machining[J];Journal of Beijing Institute of Machinery;2004-01
6 HU Haiyan ZHANG Rongbiao BAI Shoujun Institute of Electrical and information Engineering,Jiangsu University,Zhenjiang,Jiangsu Province 212013;Application of the neural network in the detection of bone mineral density using ultrasonic[J];Beijing Biomedical Engineering;2007-02
7 LIU Gang(Coll of Phys & Communication Elct,Jiangxi Normal University,Nanchang 330027,China);Data processing of intelligent sensor based on neural network[J];Journal of Transducer Technology;2004-08
8 GUO Xin-chen,WANG Xue-feng,FENG Ying-jun (Harbin Institute of Technology,Harbin City 150001);A Reduced Dimensions Method Applying Neural Network in Short Term Load Forecasting[J];Journal of Northeast China Institute of Electric Power Engineering;2002-02
9 DONG Ying ,FANG Fang , ZHANG Wei-yuan Fashion Institute, Donghua University, Shanghai 200051,China;Prediction Model of Sewing Technical Condition by Grey Neural Network[J];东华大学学报(英文版);2007-04
10 DONG Kui-yong, YU Wei-dong (College of Textiles, Donghua University, Shanghai, 200051);Yarn Property Prediction Models Based on BP Neural Network[J];Journal of Donghua University,Natural Science;2005-02
China Proceedings of conference Full-text Database 2 Hits
1 LI Hong-li~2 GAO Jian-hua~(1,2) LU Hong-yan~2 (1.Research Center of Yellow River Civilization and Sustainable Development;2.College of Environment and Planning,Henan university,Kaifeng 475004,Henan,China);Land sustainable use evaluation based BP neural network in Henan Province[A];[C];2008
2 Li Ping Zhao Hu Meng Lixia Pu Yuqi Yu Linli Ju Zipei (University of Shanghai for Science and Technology, Shanghai 200031, China);Neural Network Self-learning PID Controller[A];[C];2005
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 Wu Xiaopei(Anhui University Hefei 230039) Fei Qinyun(Electronic Technology Research Institute of Hefei);An Efficient Way to Improve the Learning Speed of BP Algorithm[J];JOURNAL OF ANHUI UNIVERSITY(NATURAL SCIENCES);1998-03
2 Li Bingqian\ Zhu Changchun\ LiuJunhua (School of Electronic and Information Engineering, Xi'an Jiaotong University,Xi'an,710049,China);New Development of Integrated Intelligent Sensors[J];;1999-02
3 HE Boshu1, CHEN Meiqian1, LIN Jiang1, CHEN Changhe2 (1.School of Mechanical and Electronic Control Engineering,Northern Jiaotong University, Beijing 100044,China;g 100084, China);Effects of Gaseous Pollutants Reduction Ratio on Energy Eco-Efficiency of Coal-Fired Plant in China[J];Journal of Northern Jiaotong University;2003-01
4 Zhang Haibin; Xue Yi;(Department of Applied Mathematics, Beijing Polytechnic University, Beijing, 100022 );A Class of 2-Order Convergence Algorithm for One Dimension Optimization Problem[J];JOURNAL OF BEIJING POLYTECHNIC UNIVERSITY;1999-02
5 LU Yan shan ZHAO Zheng qi (College of Information Science and Technology, Beijing University of Chemical Technology, Beijing 100029, China);Optimization and application research of BP neural network[J];JOURNAL OF BEIJING UNIVERSITY OF CHEMICAL TECHNOLOGY;2001-01
6 LI Qing, ZHENG Deling, TANG Yong, CHEN Zhanying (Information Engineering School, UST Beijing, Beijing 100083, China; Automation Research Institute of the Ministry of Metallurgical Industry Beijing 100071, China);A New Kind of Fuzzy Genetic Algorithm[J];Journal of University of Science and Technology Beijing;2001-01
7 HOU Fu-jun,WU Qi-zong (School of Management and Economics, Beijing Institute of Technology, Beijing 100081, China);Prediction of Length Sequence of Railways in Operation Based on Genetic Algorithm and Simulated Annealing Algorithm Optimized Neural Networks[J];Journal of Beijing Institute of Technology;2004-03
8 LIU Hao-xue, MIAO Hong\|tao (Beijing Institute of Graphic Communication, Beijing 102600, China);Calculation of CRT's Color and Its Color Management[J];Journal of Beijing Institute of Graphic Communacation;2003-04
9 Zhou Zhao-ming Sheng Zi-yin Fen Wu-shi;On Manoeuvrability Prediction for Multipurpose Cargo Ship[J];Ship Engineering;1983-06
10 Jiao Nong;Simulation of Adaptive Control System for Fin Stabilizer[J];Ship Engineering;1998-04
【Secondary References】
Chinese Journal Full-text Database 10 Hits
1 ;hybrid-method -based ANN architecture optimization algorithm[J];Computer Knowledge and Technology;2008-S2
2 CHEN Min-sheng, LIU Ding-ping(School of Power Engineering, South China University of Technology, Guoangzhou 510640, China);Optimized Control of Carbon Content in Utility Boilers'Fly Ash[J];Power Engineering;2005-04
3 ;Research on the Intelligent Trouble Diagnosis System for Large-scale Fan Based on Neural Network[J];Compressor,Blower & Fan Technology;2007-02
4 LI Lai-qiang,WANG Shu-lin,ZHAO Bing-tao(College of Power Engineering,University of Shanghai for Science and Technology,Shanghai 200093,China);Improved Levenberg-Marquardt algorithm for BP neural network and its application in predicting the particle impact damping[J];Journal of University of Shanghai for Science and Technology;2006-04
5 JIANG Xian-gang,ZHAO Xiao-xia(Information & Controt Engineering Institute,East China Jiaotong University,Nanchang 330013,China);Automatic Diagnostic System Design of Liver Ultra-sound Images Based on Neural Network[J];Journal of East China Jiaotong University;2008-01
6 WEI Tie-jun,WANG Yong-cheng,LIU Dong(1.Water Conservancy Bureau of 853 Farm,Baoqing 155630,Heilongjiang,China;2.Zhengyie Investigation and Design Co.Ltd.,Harbin 150030,China;3.College of Water Conservancy & Civil Engineering,Northeast Agricultural University,Harbin 150030,China);BP Network and Its Application in Forecasting Groundwater Embedment Depth of Well Irrigation Area in Sanjiang Plain[J];Journal of Heilongjiang Hydraulic Engineering;2009-01
7 MA Li-ping(College of Petroleum Engineering,Southwest Petroleum University,Chengdu 610500,Sichuan,China;Dagang Oilfield Co. Ltd.,Tianjin 300280,China)REN Bao-sheng(Dagang Oilfield Co. Ltd.,CNPC,Tianjin 300280,China);Research on Mixed Forecast Model of Oilfield Production Output Based on Grey System and Neural Network[J];Journal of Oil and Gas Technology;2008-05
8 LU Juan-juan~1 CHEN Hong~2 1.Zhengde Polytechnic College,Nanjing Jiangsu 211100,China; 2.Hohai University,Nanjing Jiangsu 210098,China;Analysis and Improvement of Paralysis of BP Neural Networks[J];Computer Simulation;2007-03
9 CHU Hui,LAI Hui-cheng(College of Information Science & Engineering, Xinjiang University, Urumqi人Xinjiang 830046, China);An Improved Back-propagation NN Algorithm And Its Application[J];Computer Simulation;2007-04
10 XU Xiao-zhao,SHEN Lan-sun,LIU Chang-jiang (Signal & Information Processing Laboratory,Beijing University of Technology,Beijing 100022,China);Color correction methods and application in image processing[J];Application Research of Computers;2008-08
China Proceedings of conference Full-text Database 1 Hits
1 Lin Jinshan (School of Electromechanical Engineering,Weifang University,Weifang City,Shandong Province),Dou Chunhong Ma Rujian.;Vibration load identification of offshore platform based on neural network.[A];[C];2007
【Secondary Citations】
Chinese Journal Full-text Database 9 Hits
1 Chen Guangju;Li Weimin(University of Electronic Science and Technology of China,Chengdu 610054);Expert System Based on Neural Networks for ICCAT[J];ACTA ELECTRONICA SINICA;1994-08
2 Yang Dali;Liu Zemin(P,O.Box 145,Beijing University of Posts & Telecommuications,Beijing 100088);The Misadjustment Analysis of BP Algorithm and an Improved Algorithm[J];ACTA ELECTRONICA SINICA;1995-01
3 Wang Xuefeng Feng Yingjun (Institute of Applied Mathematics);^A New Learning Algorithm for Neural Networks[J];JOURNAL OF HARBIN INSTITUTE OF TECHNOLOGY;1997-02
4 He Xiaorong, Chen Bingzhen, Hu Shanying and Zhu Zhenwei (Department of Chemical Engineering, Tsinghua University, Beijing 100084);A NEW TRAINING METHOD OF BACK - PROPAGATION NEURAL NETWORK[J];Journal of Chemical Industry and Engineering(China);1994-05
5 LUO Li  LUO Qiang  HU Shou Ren * (National University of Defense Technology,Changsha 410073) ** (Second Artillery Engineering College,Xian 710025);AN EXCELLENT QUALITY AND HIGH SPEED BP ALGORITHM FOR THE FEED FORWARD MULTILAYER NEURAL NETWORK[J];JOURNAL OF COMPUTER RESEARCH AND DEVELOPMENT;1997-02
6 Ye Dongyi (Department of Computer Science, Fuzhou University , Fuzhou 350002);A FAST VARIABLE STEPSIZE BP LEARNING ALGORITHM BASED ON MODEL APPROXIMATION DEGREE AND ACCEPTANCE PROBABILITY[J];CHINESE JOURNAL OF COMPUTERS;1996-10
7 Cao Wenzhong; Gu Shusheng (Northeastern University);A New Algorithm for Feedforward Neural Network and Its Convergence[J];CONTROL AND DECISION;1995-03
8 Hu Shousong Cheng Jiong (Nanjing Aeronautical Institute);Fault Detection and Failure Tolerant Control in Dynamic Systems[J];Journal of Data Acquisition & Processing;1991-02
9 Tang Xinliang (Southeast University);Study on Learning Algorithm of Multi-Layered Neural Networks[J];Journal of Data Acquisition & Processing;1991-04
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