Real-time Traffic Flow Forecasting based on Wavelet Neural Network

被引：1
|
作者：
Li, Rihan [1 ]
Xu, Jianmin [1 ]
Luo, Qiang [1 ]
Hu, Sangen [1 ]
机构：
[1] South China Univ Technol, Sch Civil Engn & Transportat, Guangzhou 510641, Guangdong, Peoples R China
来源：
INTERNATIONAL JOURNAL OF ONLINE ENGINEERING | 2013年 / 9卷 / 03期
基金：
中国国家自然科学基金;
关键词：
ITS; Real-time Forecasting; Traffic Flow; WNN;
D O I：
10.3991/ijoe.v9i3.2710
中图分类号：
TP39 [计算机的应用];
学科分类号：
081203 ; 0835 ;
摘要：
Real-time traffic flow forecasting is the core of Intelligent Transportation System (ITS), and the foundation of multi-subsystem's implementation in ITS. Traffic flow, which is highly time-relevant, with the features of high nonlinear and non-determinism, can be treated as the time sequence forecast. On the basis of these features of traffic flow, this paper tries to deal with this issue based on Wavelet Neural Network (WNN) specially. At the same time, the paper realizes the analogue simulation through the Matlab software programming, by taking a road for example. And the simulation results show that the traffic flow can be precisely forecasted using Wavelet Neural Network, and its value is close to the expectations.
引用
收藏
页码：72 / 76
页数：5
相关论文
共 50 条
  • [1] Research on the real-time prediction model of the traffic flow based on Wavelet neural network
    Wen, Huiying
    Yang, Guifeng
    Wu, Weitiao
    [J]. INDUSTRIAL INSTRUMENTATION AND CONTROL SYSTEMS, PTS 1-4, 2013, 241-244 : 2088 - 2094
  • [2] Real-Time Short-Term Traffic Flow Forecasting Based on Process Neural Network
    He, Shan
    Hu, Cheng
    Song, Guo-jie
    Xie, Kun-qing
    Sun, Yi-Zhou
    [J]. ADVANCES IN NEURAL NETWORKS - ISNN 2008, PT 2, PROCEEDINGS, 2008, 5264 : 560 - +
  • [3] Real-time Forecasting for Short-term Traffic Flow Based on General Regression Neural Network
    Kuang, Xianyan
    Xu, Lunhui
    Huang, Yanguo
    Liu, Fenglei
    [J]. 2010 8TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA), 2010, : 2776 - 2780
  • [4] Traffic Flow Forecasting Based on Wavelet Neural Network Optimized by GA
    Gao, Junwei
    Leng, Ziwen
    Zhang, Bin
    Liu, Xin
    Cai, Guoqiang
    [J]. 2013 32ND CHINESE CONTROL CONFERENCE (CCC), 2013, : 8708 - 8712
  • [5] Real-time Optimal Control of Traffic Flow Based on Fuzzy Wavelet Neural Networks
    Guan, Hai-shuang
    Ma, Wen-ge
    Wang, Qiu-ping
    [J]. ICNC 2008: FOURTH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, VOL 2, PROCEEDINGS, 2008, : 509 - +
  • [6] Dynamic wavelet neural network model for traffic flow forecasting
    Jiang, XM
    Adeli, H
    [J]. JOURNAL OF TRANSPORTATION ENGINEERING, 2005, 131 (10) : 771 - 779
  • [7] Real-time Traffic Flow Forecasting based on MW-AOSVR
    Wang, Fan
    Fang, Yu
    Tan, Guozhen
    [J]. 2009 THIRD INTERNATIONAL SYMPOSIUM ON INTELLIGENT INFORMATION TECHNOLOGY APPLICATION, VOL 3, PROCEEDINGS, 2009, : 323 - +
  • [8] Short-term Traffic Flow Forecasting Based on Wavelet Transform and Neural Network
    Ouyang, Liwei
    Zhu, Fenghua
    Xiong, Gang
    Zhao, Hongxia
    Wang, Feiyue
    Liu, Taozhong
    [J]. 2017 IEEE 20TH INTERNATIONAL CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS (ITSC), 2017,
  • [9] Short-term Traffic Flow Forecasting Model Based on Wavelet Neural Network
    Gao, Junwei
    Leng, Ziwen
    Qin, Yong
    Ma, Zengtao
    Liu, Xin
    [J]. 2013 25TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2013, : 5081 - 5084
  • [10] Study on Forecasting of Real-time Traffic Volume in Rush-hour Based on Elman Neural Network
    Zhang Peilin
    Du Chengxiang
    Chen Yongbei
    [J]. PROCEEDINGS OF THE 3RD INTERNATIONAL CONFERENCE ON PRODUCT INNOVATION MANAGEMENT, VOLS I AND II, 2008, : 1278 - 1282
12345