JOURNAL ARTICLE

Application of Wavelet Fuzzy Neural Network in Real Time Traffic Flow Forecasting

Abstract

AA132 the advantages and disadvantages of prediction model and fuzzy neural network model of wavelet in real-time traffic prediction. Since the training samples of fuzzy neural network extracted from wavelet analysis data can better reflect the micro change characteristics, the fuzzy neural network based on wavelet analysis can better deal with abrupt or unstable signals. This paper proposes a traffic flow forecasting model combining wavelet analysis and fuzzy neural network, and predicts each frequency components of traffic flow time series using this model, finally, the traffic data is used to verify the predictive efficiency and effectiveness of the model.

Keywords:
Wavelet Computer science Artificial neural network Fuzzy logic Time series Traffic flow (computer networking) Neuro-fuzzy Artificial intelligence Data mining Wavelet transform Machine learning Fuzzy control system

Metrics

7
Cited By
1.22
FWCI (Field Weighted Citation Impact)
4
Refs
0.79
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Traffic Prediction and Management Techniques
Physical Sciences →  Engineering →  Building and Construction
Transportation Planning and Optimization
Social Sciences →  Social Sciences →  Transportation
Traffic control and management
Physical Sciences →  Engineering →  Control and Systems Engineering

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