The Combined Forecasting Approach Based on Non-Parametric Regression for Short-term Traffic Flow of Roads with Parking Spaces
Xiaoli Zhang, HE Guo-guang · Systems Engineering · 2006
Parking space is a important factor in city traffic flow.Due to its much complication,normal intellectualized(algorithms) are not competent.A combined method of PCA-FC-NPR is presented.It adopts PCA(Principal Component Analysis)and FC(Fuzzy Clustering)based on original data.Finally the data-driven method of NPR(Non-Parametric Regression) is used.The different forecasting approaches are adopted for parking space and detectors having different locations.A demonstration is given to show its availability.