JOURNAL ARTICLE

Real-time Traffic Flow Forecasting based on Wavelet Neural Network

LI Ri-hanJianmin XuQiang LuoSangen Hu

Year: 2013 Journal:   International Journal of Online and Biomedical Engineering (iJOE) Vol: 9 (3)Pages: 72-72

Abstract

Real-time traffic flow forecasting is the core of Intelligent Transportation System (ITS), and the foundation of multi-subsystemâ??s implementation in ITS. Traffic flow, which is highly time-relevant, with the features of high non-linear 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.

Keywords:
Traffic flow (computer networking) Computer science Artificial neural network MATLAB Wavelet Real-time computing Software Network traffic simulation Flow (mathematics) Determinism Basis (linear algebra) Artificial intelligence Simulation Data mining Network traffic control Computer network Mathematics Network packet

Metrics

2
Cited By
0.00
FWCI (Field Weighted Citation Impact)
6
Refs
0.08
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Advanced Computational Techniques and Applications
Physical Sciences →  Computer Science →  Artificial Intelligence
Industrial Technology and Control Systems
Physical Sciences →  Engineering →  Control and Systems Engineering
Simulation and Modeling Applications
Physical Sciences →  Engineering →  Control and Systems Engineering

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