Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Journal of Hunan University(Natural Sciences)》 2014-01
Add to Favorite Get Latest Update

A Travel Time Prediction Model Based on Traffic Data Fusion Technology

LI Jia;LIU Chun-hua;HU Sai-yang;WANG Fang;College of Civil Engineering,Hunan Univ;Fuzhou Survey Design Research Institute of China Civil Engineering Group;Vocational and Technical College of Qingyuan;  
The forecast of the current urban road travel time is mostly limited to single-source data and the prediction accuracy is not high.Based on the floating car GPS data and microwave detector traffic data,a model of travel time was built in the fusion method.Wavelet neural network was optimized by using genetic algorithms,which can solve the blindness and the randomness of selecting wavelet neural network initial parameter,thus greatly improving Web search efficiency and the speed of training.The predicted travel time is in good agreement with video observed data.The results show that the model is effective and reliable.
【Fund】: 广东省低碳发展专项资金项目(粤发改资环[2011]1273号-19)
【CateGory Index】: U491.14
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 8 Hits
1 SONG Qing-kun,WANG Jian-shuang,WANG Mu-kun(College of Automation,Harbin University of Science and Technology,Harbin 150080,China);Design of wavelet neural network controller based on genetic algorithm[J];Electric Machines and Control;2010-04
2 Nie Qinghui Xia Jingxin Zhang Weihua(Intelligent Transportation System Institute,Southeast University,Nanjing 210096,China);Framework and key technologies for travel time prediction based on multiple ITS data sources[J];Journal of Southeast University(Natural Science Edition);2011-01
3 WANG Nan1,LI Wen-cheng2,3,LI Yan2 (1.Army 92941 Brigade 96,Huludao 125001,China;2.Changchun Institute of Optics,Fine Mechanics and Physics,Chinese Academy of Sciences,Changchun 130033,China;3.Army 91245 Brigade 43,Huludao 125001,China);Data Fusion Method Based on Neural Network[J];OME Information;2010-03
4 ZOU Liang1,XU Jian-min2,ZHU Ling-xiang3,WEN Hui-ying2(1.School of Civil Engineering,Shenzhen University,Guangdong Shenzhen 518060,China;2.Scholl of Transportation,South China University of Technology,Guangdong Guangzhou 510640,China;3.School of Science,South China Agricultural University,Guangdong Guangzhou 510642,China);Estimation Model of Travel Time Based on Fusion Technique from Probe Vehicle and Crossing Data[J];Journal of Highway and Transportation Research and Development;2007-06
5 ZHANG Dong-zhi1,2,HU Guo-qing2(1.College of Information and Control Engineering,China University of Petroleum(East China),Qingdao 266555,China;2.School of Mechanical and Automotive Engineering,South China University of Technology,Guangzhou 510641,China);Measurement of oil-water flow based on inverse model of wavelet neural network with genetic optimization[J];Optics and Precision Engineering;2011-07
6 ZHOU Chang-neng,YU Xue-li (College of Computer Science and Software Engineering,Taiyuan University of Technology,Taiyuan Shanxi 030024,China);Rapid convergence algorithms for weight values updating based on BP network[J];Journal of Computer Applications;2006-08
7 ZONG Gang1,LIU Wen-zhi1,ZHANG Chao1,XIE Zhuo-ran2(1.School of Economics and Management,Beijing Univ of Technology,Beijing 100124,China; 2.Dept of Transportation Engineering,Chang’An Univ,Xi’an,Shanxi 710064,China);Household Decision Based Disaggregate Mode Choice Model[J];Journal of Hunan University(Natural Sciences);2013-04
8 XU Tiandong,SUN Lijun,HAO Yuan(School of Transportation Engineering,Tongji University,Shanghai 200092,China);Real-Time Traffic State Estimation and Travel Time Prediction on Urban Expressway[J];Journal of Tongji University(Natural Science);2008-10
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 HUA Chang-chun et al(Yangzhou Institute of Science & Technology,Yangzhou,Jiangsu 225009);Investigation on Trend of Water Pollution in the Beijing-Hangzhou Grand Canal in Yangzhou[J];Journal of Anhui Agricultural Sciences;2010-27
2 YANG Zhao-sheng,SUN Xiao-mei,WANG Zhi-jian (College of Transportation,Jilin University,Changchun 130022,China);Fusion Algorithm for Section Detector Data and License Plate Recognition Data of Expressway[J];Journal of Beijing University of Technology;2009-10
3 YANG Zhao-sheng1,2,GAO Xue-ying2,LIN Ci-yun2,SUN Di2(1.State Key Laboratory of Automobile Dynamic Simulation,Jilin University,Changchun 130022;2.College of Transportation,Jilin University,Changchun 130022,China);Estimation of Travel Time Based on Downstream Loop Detector of Road Section[J];Journal of Beijing University of Technology;2010-06
4 ZHANG Yu-nonga,LIU Weib,YI Cheng-fua,LI Weia(a.Department of Electronics and Communication Engineering; b.School of Software,Sun Yat-Sen University, Guangzhou 510275,China);Weights immediate determination for feed-forward neural network with Legendre orthogonal basis function[J];Journal of Dalian Maritime University;2008-01
5 HUANG Yin-hua(Lanzhou Jiaotong University,Lanxhou 730070,China);Research on fault diagnosis of rolling bearings based on data fusion[J];Electric Drive Automation;2011-03
6 LIU Lan,JI Xiaofeng (School of Traffic and Transportation,Southwest Jiaotong University,Chengdu Sichuan 610031,China);Road Traffic State Decision Information Fusion Based on Vague Set[J];Journal of Highway and Transportation Research and Development;2009-05
7 XIN Feifei,CHEN Xiaohong,LIN Hangfei (Department of Traffic Engineering,Tongji University,Shanghai 200092,China);Study on Detecting Capability of Floating Car Data in Road Network Based on Sample Size[J];Journal of Highway and Transportation Research and Development;2009-08
8 YANG Zhaosheng,GAO Xueying(College of Transportation,Jilin University,Changchun Jilin 130022,China);Research on Travel Time Fusion Based on Influencing Factors Classification[J];Journal of Highway and Transportation Research and Development;2010-04
9 ZHANG Sheng,HUANG Zhong-xiang,KUANG Ai-wu(School of Traffic and Transportation Engineering,Changsha University of Science & Technology,Changsha 410004,China);Estimation of Real-time Traffic State of City Expressway under Incomplete Information[J];Systems Engineering;2013-05
10 SUN Di-hua;LI Chao;LIAO Xiao-yong;School of Automation,Chongqing University;Key Laboratory of Dependable Service Computing in Cyber Physical Society of Ministry of Education,Chongqing University;;An Improved Nonparametric Regression Algorithm for Short-term Expressway Traffic Flow Forecasting[J];Journal of Highway and Transportation Research and Development;2013-11
China Proceedings of conference Full-text Database 2 Hits
1 Zhang Hailin1,2 Tian Shou3 Li Qiang,2 (1. Research Institute of Highway Ministry of Communications, Beijing 100088, China ; 2. School of Transportation, Southeast University, Nanjing 210096, China; 3.China Communications Road & Bridge (Hebei)Co.Ltd, Shijiazhuang 050021, China);The Modeling and Simulation of VRPTW[A];[C];2008
2 Yunong Zhang, Junwei Chen, Senbo Fu, Lin Xiao and Xiaotian Yu the School of Information Science and Technology, Sun Yat-sen University, Guangzhou 510006, P. R. China ynzhang;Weights and Structure Determination (WASD) of Multiple-Input Hermit Orthogonal Polynomials Neural Network (MIHOPNN)[A];[C];2012
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 REN Lei,WANG Tian-jing,CHEN Xiang-guang(School of Chemical Engineering and Environment,Beijing Institute of Technology,Beijing 100081,China);Analysis of Oil-water Mixture Using Time Domain Dielectric Spectroscopy Based on Wavelet Transform[J];Acta Armamentarii;2008-01
2 YANG Zhong-zhen~(*1),JIA Peng~2,YU Bin~2(1.College of Transp.and Logist.,Dalian Maritime Univ.,Dalian 116026,China;2.School of Civil and Hydraul.Eng.,Dalian Univ.of Technol.,Dalian 116024,China);GIS-based road traffic control information and traffic resources analysis system[J];Journal of Dalian University of Technology;2006-04
3 JIANG Gui-yan,CHAND An-de,ZHANG Wei,TANG Yong-yong(College of Transportation,Jilin University,Changchun 130022,China);Physical Link Travel-Time Estimation Method Based on GPS Equipped Floating Car[J];Highway;2009-11
4 QIN Jin,LI Xin-hua(School of Traffic and Transportation Engineering,CentralSouth University,HunanChangsha410075,China);Study of Effectiveness of Traveler Information[J];Journal of Highway and Transportation Research and Development;2005-02
5 ZHANG Zi,XU Jian-min(College of Traffic and Transportation Engineering,Huanan University of Technology,GuangdongGuangzhou510640,China);Design of ITS Common Information Platform Information Distribution System Based on WebGIS[J];Journal of Highway and Transportation Research and Development;2005-07
6 GAO Xuwei,WU Zhenyu(Dalian University of Technology,LiaoningDalian116024,China);A GPRS-GPS Based Onboard Navigation System[J];Journal of Highway and Transportation Research and Development;2005-08
7 LIU Bing-en1,JUAN Zhi-cai2,LI Yan-ling1,GONG Bo-wen1(1.School of Transportation,Jilin University,Chanchun Jilin 130025,China;2.Antai College of Economics & Management,Shanghai Jiaotong University,Shanghai 200052,China);Development of a Multinomial Logit Model for Trave Mode Choice of Residents[J];Journal of Highway and Transportation Research and Development;2008-05
8 JIN Jing,ZHANG Zhong-gang,WANG Zheng,SONG Ning-fang,ZHANG Chun-xi (School of Instrument Science and Opto-electronics Engineering, Beihang University,Beijing 100083,China);Temperature error compensation for digital closed-loop fiber optic gyroscope based on RBF neural network[J];Optics and Precision Engineering;2008-02
9 HONG Xi1,2,XU ZHi-jun1,YANG Ning1 (1.Changchun Institute of Optics,Fine Mechanics and Physics, Chinese Academy of Sciences,Changchun 130033,China;2.Graduate School of the Chinese Academy of Sciences,Beijing 100039,China);Error compensation of optical encoder based on RBF network[J];Optics and Precision Engineering;2008-04
10 GAO Guan-bin,WANG Wen,LIN Keng,CHEN Zi-chen(Institute of Advanced Manufacturing Engineering,Zhejiang University,Hangzhou 310027,China);Error compensation and parameter identification of circular grating angle sensors[J];Optics and Precision Engineering;2010-08
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved