Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Control and Decision》 2011-10
Add to Favorite Get Latest Update

Chaotic prediction for short-term traffic ?ow of optimized BP neural network based on genetic algorithm

LI Song1,LIU Li-jun2,XIE Yong-le1(1.School of Management,Hebei University,Baoding 071002,China;2.School of Business Administration,Hebei University of Economics and Business,Shijiazhuang 050061,China)  
In order to improve the prediction accuracy of BP neural network model for chaotic time series,a prediction method for chaotic time series of optimized BP neural network based on genetic algorithm(GA) is presented.The GA is used to optimize the weights and thresholds of BP neural network,and the BP neural network is trained to search for the optimal solution.The efficiency of the proposed prediction method is tested by the simulation of several typical nonlinear systems and time series of real traffic ?ow.The simulation results show that the proposed method has better fitting ability and higher accuracy.
【Fund】: 国家自然科学基金项目(50478088);; 河北省高等学校人文社会科学研究重点项目(SKZD2011106)
【CateGory Index】: U491.112
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
【Citations】
Chinese Journal Full-text Database 6 Hits
1 ZHANG Yu-mei,QU Shi-ru,WEN Kai-ge(Department of Automatic Control,Northwestern Polytechnical University,Xi'an 710072,China);A Short-term Traffic Flow Forecasting Method Based on Chaos and RBF Neural network[J];Systems Engineering;2007-11
2 LI Song1,LIU Li-jun2,GUO Hai-ling1(1.School of Management,Hebei University,Baoding 071002,China;2.School of Tourism,Heibe University of Economics and Business,Shijiazhuang 050061,China);Comparative of the Predictive Method of Chaos in Short-term Traffic Flow[J];Systems Engineering;2009-09
3 Li Song He Guoguang(Institute of Systems Engineering,Tianjin University,Tianjin 300072);Identification of Chaos in the Traffic Flow based on the Improved Largest Lyapunov Exponents Algorithm[J];Journal of Wuhan University of Technology(Transportation Science & Engineering);2006-05
4 REN Xue-lian,CHEN Xiao-fen,MA Jun(China People Public Security University,Daxing 102614,Beijing,China);Genetic Algorithms and BP Neural Networks Used in Traffic Flow Forecasting[J];Technology & Economy in Areas of Communications;2009-04
5 CHEN Wen PANG Lin-na;The Research of the Application of GABP Neural Network in Traffic Flow Prediction[J];Microcomputer Information;2009-14
6 DONG Chao-jun,LIU Zhi-yong (Institute of Information,Wuyi University,Jiangmen 529020,China );Multi-layer Neural Network Involving Chaos Neurons and Its Application to Traffic-flow Prediction[J];Journal of System Simulation;2007-19
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 SHI Jun-wei et al(College of Mechanical and Electrical Engineering,Agricultural University of Hebei,Baoding,Hebei 071001);Research on the Visual Image Processing Based on Neural Network[J];Journal of Anhui Agricultural Sciences;2009-19
2 AI Shi-rong et al (College of Software Technology,JAU,Nanchang,Jiangxi 330045);Discrimination of Different Kinds of Tea Beverage by NIR Spectroscopy Combined to Back Propagation Neural Networks[J];Journal of Anhui Agricultural Sciences;2010-14
3 LI Yong,YAN Sheng ( Physical Education Department of Harbin Institute of Technology,Harbin 150001,China);Application of the Nerve Network Model in Forecasting the Speed Skaters' Performance[J];China Winter Sports;2010-03
4 Lu Shuping and Li Qiang;Application of Adaptive Wavelet Network in Signal Recognition of Ship Noise[J];Ship Engineering;2004-02
5 YU Fan-hua ~(1,2a),LIU Ren-yun~(2b),ZHAO Hong-wei~(1), ZANG Xue-bai~(1),YE Xin~(1)(1Center of Computer Teaching and Research,Jilin University,Changchun 130026,China;2a-^College of Information Technology;2b-^College of Mathematics, Changchun Teachers College, Changchun 130032,China);Improved Wavelet Neural Network Model and Its Application[J];Journal of Changchun Post and Telecommunication Institute;2005-05
6 LI Qi,YANG Yan-ju(Department of Automation and Information,Xi'an University of Technology,Xi'an 710048,China);Research on method of apple gases recognition based on ANN[J];Transducer and Microsystem Technologies;2007-09
7 SONG Kai,LIU Run-hua,KANG Zhong-jian(College of Information and Control Engineering,China University of Petroleum,Dongying 257061,China);Hybrid data mining based fault diagnosis for distribution systems[J];Journal of Electric Power Science and Technology;2010-02
8 YANG DonghouNIAN XiaohongYANG Shengyue(School of Information Science and Engineering, CentralSouth University,Changsha Hunan 410075);Two Kinds of Improved BP Learning Algorithms For Neural Network[J];Journal of Changsha University;2004-04
9 Zhang Mingyuan (School of Civil and Hyaralic Engineering, Dalian University of Technology, Dalian 116023).;Use GIS and ANN to Forecast Land Use Change[J];Journal of Yanshan University;2004-03
10 Peng Wei1,Zhang JunYan1,Liu Zhanying2(1.School of Control and Computer Engineering,North China Electric Power University,Baoding 071003,China;2.Xushui Power Supply Co.,Ltd,Xushui 072550,China);Predictive Control of Network Control System with Network Delay and Data Packet Dropout[J];Electric Power Science and Engineering;2010-05
China Proceedings of conference Full-text Database 2 Hits
1 Hu SongFeng,Peng XianGang Dept.of Electric Engineer and Automation,GDUT,guangzhou,510006;A survey of Grid short-term load forecasting methods[A];[C];2010
2 LiuDongZhuo School of Electronics and Information Engineering,Southwest University,Chongqing 400715,China;An Improvement algorithm of Direction of Arrival[A];[C];2008
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 Du Jie1,2 Cao Yijia3 Xu Lizhong1 Liu Zhijian1 (1. Zhejiang University Hangzhou 310027 China 2. Nanjing University of Information Science and Technology Nanjing 210044 China 3. Hunan University Changsha 410082 China);Interval Sampling Short-Term Load Forecasting Model Based on Volterra Filters[J];Transactions of China Electrotechnical Society;2008-08
2 HE Guo guang,WAN Xin yi,WANG Dong shan (Management School,Tianjin University,Tianjin 300072,China);A Study on Chaos of the Traffic Flow Based on the Car-Following Model[J];Systems Engineering;2003-02
3 Wang Jin Shi Qixin;The summery of the short-term traffic flow predicts model[J];China Public Security;2005-01
4 LIU Jing,GUAN Wei (Beijing Jiaotong University,Beijing100044,China);A Summary of Traffic Flow Forecasting Methods[J];Journal of Highway and Transportation Research and Development;2004-03
5 Dong Chaojun 1 Liu Zhiyong2 Qiu Zulian 11 (College of Electronic&Information Engineering,Xi'an Jiaotong University,Xi'an710049) 2 (College of Information,Wuyi University,Jiangmen,Guangdong529020);Area Traffic Signal Timing Optimization Based on Chaotic and Ge netic Algorithm Approach[J];Computer Engineering and Applications;2004-29
6 Wang Yan Wang Hua (Information Engineering,Capital Normal University,Beijing 100037);Prediction of Highway Traffic Based on BP-Neural Network and Genetic Algorithms[J];Computer Engineering and Applications;2006-04
7 Li Song He Guoguang(Institute of Systems Engineering,Tianjin University,Tianjin 300072);Identification of Chaos in the Traffic Flow based on the Improved Largest Lyapunov Exponents Algorithm[J];Journal of Wuhan University of Technology(Transportation Science & Engineering);2006-05
8 ;The General Situation and Development Trend of Urban Intelligence Transportation System Both at Home and Abroad[J];Science & Technology Progress and Policy;2003-01
9 TAN Guo zhen, DING Hao (Department of Computer Science and Engineering, Dalian University of Technology, Dalian 116023, China);Research of generalized neural network and it′s application to traffic flow prediction[J];Control and Decision;2002-S1
10 LIU Yuan-yuan~1,LIAN Ji-jian~2,ZHANG Jin-liang~3(1.China Institute of Water Resources and Hydropower Research,Beijing 100038,China;2.Tianjin University,Tianjin 300072,China;3.Yellow River Conservancy Commission,Zhengzhou 450003,China);Calculation of Tongguan Elevation in flood seasons by the improved BP neural network with GA[J];Journal of Sediment Research;2007-06
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved