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《Journal of Chongqing University of Posts and Telecommunications》 2005-02
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Research on urban traffic flow lntelligent prediction based on artificial neural network

ZHANG Yi, LUO Yuan (Chongqing University of Posts and Telecommunications, Chongqing 400065,P.R.China)  
By analying the current situation of the urban traffic system,this paper expounds the relationship between traffic congestion and the traffic flow,and shows that it's very important to make the traffic flow prediction of the urban traffic system. Nowadays, some types of artificial neural network models are used in the urban traffic flow prediction, such as linear network, back propagation and feedback network. In this paper, the linear network model is mainly used to analyze the traffic flow prediction, which is simple in the construction, easy in the application, quick in the response and strong in the real time. The urban traffic flow prediction is simulated under the particular situation,and the result of the simulation shows that the Linear Network shown in this paper can fit the urban traffic flow prediction very well.
【Fund】: 重庆市教委科技项目(No.011703);; 重庆邮电学院科研项目(A2003-52)资助
【CateGory Index】: U491
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【References】
Chinese Journal Full-text Database 7 Hits
1 ZHAO Ying-zi(Guangdong Dongyuan School Science and Technology,Dongyuan 523000,P.R.China);Application and research of Web hits from using AR model[J];Journal of Chongqing University of Posts and Telecommunications(Natural Science);2006-02
2 LI Wen,OU Qing-li,SHEN Hong-yuan,WU Tie-bin(Institute of Info and Electrical Engineering,Hunan University of Science and Technology,Xiangtan,411201);Survey of intelligent control and its application[J];Journal of Chongqing University of Posts and Telecommunications(Natural Science);2006-03
3 YU Wan-xia1,2,DU Tai-hang1,ZHENG Hong-xing2 1.Hebei Univ. of Tech.,Tianjin 300130,China 2.Department of Electronics Technology,Tianjin Univ. of Technology and Education,Tianjin 300222,China;Fuzzy neural network model for forecasting short-time traffic flow based on ant algorithm and Particle Swarm Optimization[J];Computer Engineering and Applications;2007-25
4 JIANG Gang1,2,XIAO Jian2 (1.School of Manufacturing Science and Engineering,Southwest University of Science and Technology,Mianyang 621010;2.School of Electric Engineering,Southwest Jiaotong University,Chengdu 610031);Real-time Forecast of Urban Traffic Flow Based on Kernel Machine Method[J];Computer Engineering;2006-17
5 YE Yan,LU Zhi-lin..(College of Electrical Engineering,Guangxi University,Nanning 530004,China);Neural network short-term traffic flow forecasting model based on particle swarm optimization[J];Computer Engineering and Design;2009-18
6 YU WANXIA DU TAIHANG ZHENG HONGXING YU YUE;Fuzzy Neural Network Model for Forecasting Short-time Traffic Flow Based on Particle Swarm Optimization[J];Microcomputer Information;2008-04
7 WU Jian-jun1,2,ZHANG Qiang1,2,ZOU Dong-yao3(1.School of Computer Science & Technology,Wuhan University of Technology,Wuhan 430070,China;2.School of Information Science and Engineering,Henan Unversity of Technology, Zhengzhou 450052,China;3.School of Computer and Communication Engineering,Zhengzhou University of Light Industry,Zhengzhou 450002,China);APPLICATION OF IMPROVED NEURAL NETWORK ALGORITHM BASED ON PARTICLE SWARM IN GRAIN MONITORING[J];Journal of Henan University of Technology(Natural Science Edition);2009-04
【Citations】
Chinese Journal Full-text Database 4 Hits
1 SUN Zhong-hua~1, WANG Jue~2, LIU Rong~3 (1.Automation College of Chongqing University, Chongqing 400044,P.R.China; 2.Key Lab. of Opto-electronic Technology of Education Ministry, Chongqing 400044,P.R.China; 3.Chongqing Communication Institute, Chongqing 400044.P.R.China);Application of neural networks based on genetic algorithms to identification of loading materials for initiating explosive device[J];Journal of Chongqing University of Posts and Telecommunications;2004-01
2 ;高速公路动态交通流的模型与仿真研究[J];Computer and Communications;2002-03
3 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
4 TAN Xiao jie 1 ZHOU Jing 2 SHENG Zhao han 2 (1. School of Management & Economic, Southeast University, Nanjing 210096;2. Graduate School of Management Science & Engineering,Nanjing University, Nanjing 210093);CONSTRUCTION OF KNOWLEDGE-BASED DECISION SUPPORT SYSTEM FOR URBAN TRAFFIC CONGESTION MANAGEMENT[J];Information and Control;2002-01
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 LIN Ji-peng,LIU Jun-hua(School of Electrical Engineering, Xi'an Jiaotong University, Xi'an 710049, China);Multi-Component Gas Data Fusion Based on Wavelet Support Vector Machine[J];Journal of Changchun Post and Telecommunication Institute;2005-04
2 WU Hao-yong~1,CONG Yu-liang~1,WANG Hong-zhi~2 (1.College of Communication Engineering,Jilin University,Changchun 130025,China;2.College of Computer,Changchun University of Technology,Changchun 130012,China);Algorithm of Traffic Parameters Prediction Based on Neural Network[J];Journal of Changchun Post and Telecommunication Institute;2005-06
3 XIAO Si-he, LU Hong-ying (College of Network Education, Chengdu University of Technology, China);Intrusion detection system based on dynamic fuzzy neural network[J];Journal of Chengdu University of Technology(Science & Technology Edition);2004-04
4 WEI Jin-yan,RU Feng (School of Information Engineering,Chang'an University,Xi'an 710064,China);Forecasting the Traffic Volume by the Model of GRNN and Studing It's Realization[J];Journal of Changsha Communications University;2006-02
5 ZHANG Li-xiang 1(1 Engineering College of Shanxi Unive rsity,Taiyuan 030013,China);Development Prospects of Intellectual Control and I t's Application in the Power Plant[J];Journal of Electric Power;2002-04
6 Li Zhong Mao Zongyuan(Dept.of Automation,South China University of Technology,Guangzhou,510641);Survey on Chaos Control[J];JOURNAL OF CIRCUITS AND SYSTEMS;1998-01
7 LIU Ling,YAN Deng-jun,GONG Deng-cai,ZHANG Hong-mei,LI Da-peng (School of Electrical Engineering,Hohai University,Nanjing 210098,China);New Method for Short Term Load Forecasting Based on Particle Swarm Optimization and Fuzzy Neural Network[J];Proceedings of the CSU-EPSA;2006-03
8 Zhang Yunnong He Zhenya Wei Chengjian Pei Wenjiang (Department of Radio Engineering, Southeast University, Nanjing 210096, China);Application of immune algorithm to adaptive image enhancement[J];Journal of Southeast Univwrsity(Natural Science Edition);2002-03
9 Chen Shuyan 1,2 Wang Wei1 Qu Gaofeng1(1College of Transportation, Southeast University, Nanjing 210096, China)(2 Jiangsu Province Optoelectronics Key Laboratory, Nanjing Normal University, Nanjing 210097, China);Short-term traffic flow time series forecasting based on wavelet analyses-fuzzy Markov prediction model[J];Journal of Southeast University (Natural Science Edition);2005-04
10 ZHANG Yan-qin,XU Xiang-dong,LIMing(Dept. of Thermal Engineering, Tsinghua Univ., Beijing 100084, China);Self-Adaptation Fuzzy Control for Fault Tolerant Control in Thermal Systems[J];Power Engineering;2004-01
【Secondary References】
Chinese Journal Full-text Database 10 Hits
1 LIU Hanli1,ZHOU Chenghu1,ZHU Axing1,2,LI Lin3 1.State Key Laboratory of Resources and Environment Information System,Institute of Geographic Sciences and Natural Resources Research,Chinese Academy of Sciences,Beijing 100101,China;2.Department of Geography,University of Wisconsin-Madison,Madison WI 53706,USA;3.School of Resources and Environmental Science,Wuhan University,Wuhan 430079,China;Multi-Population Genetic Neural Network Model for Short-term Traffic Flow Prediction at Intersections[J];Acta Geodaetica et Cartographica Sinica;2009-04
2 LU Feng,DUAN Yingying,ZANG Zhigang(LREIS,Institute of Geographic Science and Natural Resources Research,CAS,Beijing 100101,China);A Collaborative Work Platform for Dynamic Travel Information Service with Short-term Traffic Prediction[J];Journal of Geo-Information Science;2009-05
3 WANG Chengqin,LI Wei,MENG Baoxing(School of Mechatronics Engineering,China University of Mining and Technology, Xuzhou Jiangsu 221008,China);Intelligent Control and Its Application in Mechanics-electronics[J];Machine Tool & Hydraulics;2008-08
4 YAN Li-jun1,XIANG Shi-wu2(1.College of Information,Mechanical and Electrical Engineering,Shanghai Normal University,Shanghai 200234,China;2.Electionics and Information School,Shanghai Dianji University,Shanghai 200240,China);The intelligent traffic control system using fuzzy neural network[J];Journal of Shanghai Normal University(Natural Sciences);2009-04
5 WEN Hui-ying WANG Xiao-wei RONG Li-li CHEN Xian-long(School of Transportation, South China University of Technology, Guangzhou 510640, china)(Transport Planning Research Institute, Guangzhou 510030, china);Real-time forecast for passenger flow of bus based on fuzzy neural network[J];Microcomputer Information;2009-12
6 MA Qiang SUN Xiu-xia PENG Jian-liang;On Simple Position Stochastic Disturbance Particle Swarm Optimization Algorithm[J];Microcomputer Information;2009-18
7 YANG Hui 1,WANG Peng 2,FENG De-jun 3(1.Henan College of Science & Technology,Xinxiang 453003,China;2.Xinxiang Medical University,Xinxiang 453003,China;3.Measurement and Control Equipment Co.,Ltd.,Zengzhou Enron,Zengzhou 450062,China);Design of Intellect Controller Electrocircuit[J];Machine Building & Automation;2009-04
8 FU Hui XU Lun-hui (Faculty of Electromechanical Engineering,Guangdong University of Technology,Guangzhou Guangdong 510006,China) (School of Engineering and Transportation,South China University of Technology,Guangzhou Guangdong 510640,China);SVR Prediction Method of Short-term Traffic Flow for Dynamic Navigation System[J];Microcomputer Information;2009-24
9 LU Feng,ZHENG Nian-bo,DUAN Ying-ying,ZHANG Jian-qin(LREIS,Institute of Geographic Sciences and Natural Resources Research,CAS,Beijing 100101);Travel Information Services:State of the Art and Discussion on Crucial Technologies[J];Journal of Image and Graphics;2009-07
10 XU He-ming WANG Dong(Department of computer science and engineering,Shanghai Jiao Tong University,Shanghai 200240,China);A Framework for Multi-objective Optimization Problem Solving[J];Microcomputer Information;2009-36
【Secondary Citations】
Chinese Journal Full-text Database 8 Hits
1 Hu Ruimin;Li Deren (Wuhan Technical University of Surveying and Mapping,Wuhan 430070)Xu Zhengquan;Yao Tianren (Huazhong University of Science and Technology, Wuhan 430074);Generalized Information Storing Principle and Higher-Order Generalized Neural Networks[J];ACTA ELECTRONICA SINICA;1996-07
2 HUANG Xi yue, MA Xiao xiao, SHEN Zhi xi, WANG Peng, ZHOU Xin (College of Automation,Chongqing University,Chongqing 400044,China);Automatic Fingerprint Classification by GA-Based Neural Network[J];Journal of Chongqing University(Natural Science Edition);2001-01
3 Yang Zhaosheng (Jilin University of Technology,Changchun);Algorithm of Dynamic Vehicle Path Selection Based on the Urban Traffic Control System[J];JOURNAL OF HIGHWAY AND TRANSPORTATION RESEACH ANDK DEVELOPMENT;1999-01
4 Wu Xueyi (No. 804 Factory,Xi'an 710025);Application of the Bidirectional Pressing Process during Booster Production[J];Initiators & Pyrotechnics;1996-04
5 Zheng Lianqing Liu Rong (Chongqing University, 400044)(Chongqing Communication Institute, 400035) Wang Jue Liu Qikun (Chongqing University, 400044) (No. 692 Factory, Luzhou, 646003);Improvement of Pressing Process of Loading Materials for Initiating Explosive Device[J];;1999-01
6 TAN Guo Zhen 1) GAO Wen 2),3) 1) (Department of Computer Science and Engineering, Dalian University of Technology, Dalian 116024) 2) (Institute of Computing Technology, Chinese Academy of Sciences, Beijing 100080) 3);Shortest Path Algorithm in Time-Dependent Networks[J];Chinese Journal of Computers;2002-02
7 HAO Pei feng 1, XIAO Wen dong 1, ZHU Gang 2, XU Xin he 1 (1.School of Information Science and Engineering, Northeastern University, Shenyang 110004, China; 2.College of Science, Northeastern University, Shengyang 110004, China);Study on Variou Architecheture of a BP Neural Network[J];Control and Decision;2001-03
8 TAN Man chun 1, XU Jian min 2, MAO Zong yuan 2 (1 Editorial Department, Journal of Jinan University,Guangzhou 510632, China;2 Department of Automatic Control Engineering,South China University of Technology,Guangzhou 510641, China);Traffic flow modelling and on-ramp optimal control in freeway[J];China Journal of Highway and Transport;2000-04
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