Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Journal of Shandong Jiaotong University》 2008-03
Add to Favorite Get Latest Update

Short-Term Traffic Flow Forecast Based on RBF Neural Network

ZHANG Jiu-yue1,JIAO Yu-dong 2(1.Zibo Tianwei Municipal Engineering Design Co.,Ltd.,Zibo 255000,China;2.Civil Engineering Institute of Zibo,Zibo 255000,China)  
Urban traffic network is a complex system.The traffic volume on a section of a highway has non-linear connection with the ones of other time periods.The neural network has the characteristic of identifying complex non-linear system.The short-time traffic flow forecasting model is established by making use of RBF neural network.The model forecasts the real short-term traffic volume of a city and the result is perfect.
【CateGory Index】: U495;U491.113
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
【References】
Chinese Journal Full-text Database 4 Hits
1 WEN Huiying ZHOU Weiming(School of Civil Engineering and Transportation,South China University of Technology,Guangzhou 510640,China);RBF Neural Network Traffic Flow Forecast Based on S-function Pre-processing[J];Journal of Transport Information and Safety;2009-04
2 OU Wei,LI Zhi-ling(The Military Synthesizes Staff Room of Urumqi Border Cadre Training Unit,Urumqi 830002,P.R.China);Study on Vehicle Routing Problem Based on Chaos Optimization Algorithm[J];Science Technology and Engineering;2010-29
3 CUI Yan,CHENG Yue-hua(College of Information Engineering,Jiaozuo University,Jiaozuo Henan 454003,China);Traffic Flow Prediction Based Wavelet Analysis and Support Vector Machine[J];Computer Simulation;2011-07
4 LI Xiao-bin(Institute of Automation Science and Engineering,South China University of Technology,Guangzhou 510641,China);Forecasting Urban Traffic Flow Based on Support Vector Machine Optimized by Genetic Algorithm[J];Microelectronics & Computer;2010-10
【Citations】
Chinese Journal Full-text Database 4 Hits
1 YANG Shi-jian,HE Guo-guang (Institute of Systems Engineering, Tianjin University, Tianjin 300072,China);A Short-term Traffic Flow Forecasting Method Based on Combination of Fuzzy C-mean Clustering and Neural Network[J];Systems Engineering;2004-08
2 ;基于RBF网络的动态称重系统设计[J];Computer and Communications;2003-02
3 WANG Xudong and SHAO Huihe(Research Institute of Automatic Control .Shanghai Jiaotong University. Shanghai, 200030,PRC);Nonlinear System Modeling Using the Radial Basis Function Neural Networks[J];CONTROL THEORY & APPLICATIONS;1997-01
4 HE Guo\|guang, LI Yu, MA Shou\|feng (School of Management, Tianjin University, Tianjin 300072);Discussion on Short\|Term Traffic Flow Forecasting Methods Based on Mathematical Models[J];Systems Engineering-theory & Practice;2000-12
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 YANG Hao,ZHONG Yan,QIAN Da lin (College of Traffic and Transport, Northern Jiaotong University, Beijing 100044,China);Forecasting Model About Travel Time of Cars in Traffic Section of Road[J];Journal of Northern Jiaotong University;2001-02
2 YAO Zhi-sheng,SHAO Chun-fu,GAO Yong-liang(School of Traffic and Transportation,Beijing Jiaotong University,Beijing 100044,China);Research on Methods of Short-Term Traffic Forecasting Based on Support Vector Regression[J];Journal of Beijing Jiaotong University;2006-03
3 WANG Zheng-wu,HUANG Zhong-xiang (Department Road and Traffic Engineering,Changsha Communication University,Changsha 410076,China);An Analysis and Discussion on Short-Term Traffic Flow Forecasting[J];Systems Engineering;2003-06
4 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
5 YANG Zhao?sheng,SUN Xi?mei (Jilin University of Technology,Jilin Changchun 130025,China);A Practical Method of Real-time Dynamic Link Travel Time Prediction[J];Journal of Highway and Transportation Reseach andk Development;2001-02
6 ZOU Xu?dong, ZHENG Si?fa, BAN Xue?gang, LIAN Xiao?min (State Key Laboratory of Automotive Safety and Energy,Tsinghua University,Beijing 100084,China);Optimal Path Algorithm for Road Net with Traffic Capacity Limits[J];Journal of Highway and Transportation Reseach andk Development;2002-04
7 XIA Bing,DONG Jing,ZHANG Zuo (Department of Automation, Tsinghua University, Beijing 100084,China);Study on the Prediction for Link traffic Flow Based on Weekly Similarity[J];Journal of Highway and Transportation Research and Development;2003-02
8 YANG Zhao-sheng~1,BAO Li-xia~1,ZHU Guo-hua~2 (1.Jilin University of Technology,JilinChangchun130025,China; 2.China Harbor Engineering Company,JiangsuZhenjiang212001,China);An Urban Express Travel Time Prediction Model Based on Fuzzy Regression[J];Journal of Highway and Transportation Research and Development;2004-03
9 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
10 XU Qi-hua,YANG Rui(Electronic Engineering Dept.,Huaihai Institute of Technology,Jiangsu Lianyungang 222005,China);Traffic Flow Prediction Using Support Vector Machine Based Method[J];Journal of Highway and Transportation Research and Development;2005-12
【Secondary References】
Chinese Journal Full-text Database 1 Hits
1 HAN Ping1,2,ZHANG Hui-dang2,SUN Fu-yan2,PAN Hao1(1 College of Computer,Wuhan University of Technology,Wuhan 430070,China; 2 College of Information Science and Engineering,Henan University of Technology,Zhengzhou 450001,China);Storedproducted Insects's Voice Signals Classification Based on the Chaos Optimization[J];Microelectronics & Computer;2012-02
【Secondary Citations】
Chinese Journal Full-text Database 9 Hits
1 Liu Jianrong; Kong Li; Ye Lin(HUAZHONG UNIVERSITY OF SCIENCE AND TECHNOLOGY,WUHAN);A Portable Checking System of the Truck Overbalance[J];JOURNAL OF HIGHWAY AND TRANSPORTATION RESEACH ANDK DEVELOPMENT;1995-02
2 Yin Hongbin (South China University of Technology,Guangzhou);Adaptive Fuzzy Forecast Method of Urban Traffic Network Volume[J];JOURNAL OF HIGHWAY AND TRANSPORTATION RESEACH ANDK DEVELOPMENT;1998-03
3 Yang Jiming Wu Junhui 54;Design for a new kind of intelligent electric balance[J];INDUSTRIAL INSTRUMENTATION & AUTOMATION;1999-01
4 Wang Hongjie Lin Liangming Xu Dagan Yan Guozheng;A Traffic Flow Prognostication Algorithm Based on Improved BP Neural Network[J];Computer and Communications;2001-03
5 JIA Dan (Computer Department Liao Ning Institute of Technology,Jinzhou 121001,China);Traffic Flow Prediction Based on Neural Network[J];Journal of Jinzhou Teachers College (Natural Sciences Edition);2002-03
6 WANG Xudong and SHAO Huihe(Research Institute of Automatic Control .Shanghai Jiaotong University. Shanghai, 200030,PRC);Nonlinear System Modeling Using the Radial Basis Function Neural Networks[J];CONTROL THEORY & APPLICATIONS;1997-01
7 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
8 HE Guo\|guang, LI Yu, MA Shou\|feng (School of Management, Tianjin University, Tianjin 300072);Discussion on Short\|Term Traffic Flow Forecasting Methods Based on Mathematical Models[J];Systems Engineering-theory & Practice;2000-12
9 Fan Lihui;Vehicle Dynamic Weighing Technology[J];MIDDLE SOUTH AUTOMOTIVE TRANSPORTATION;1998-02
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved