Title :
Prediction of transit vehicle arrival times at signalised intersections for signal priority control
Author :
Tan, Chin-Woo ; Park, Sungsu ; Zhou, Kun ; Liu, Hongchao ; Lau, Peter ; Li, Meng ; Zhang, Wei-Bin
Author_Institution :
Partners for Adv. Transit & Highways Program, California Univ., Berkeley, CA
Abstract :
We develop an algorithm for predicting the arrival time of a transit vehicle at a signalised intersection, with specific application for signal priority control. In order to accurately predict the arrival time, real-time GPS bus location information is made available. We propose an algorithm that uses both realtime and historical vehicle location information for predicting the arrival time at the next traffic light. The predictor is consisted of two models: (i) a historical model and (ii) an adaptive model that adaptively adjusts its filter gain based on the real-time data. The estimates generated by these two models are molded in a weighted average. The prediction algorithm adaptively adjusts its weight distribution according to some error variances obtained from the two models
Keywords :
Global Positioning System; automated highways; rapid transit systems; road traffic; Global Positioning System; adaptive model; historical model; historical vehicle location information; realtime GPS bus location information; realtime data; realtime vehicle location information; signal priority control; signalised intersection; traffic light; transit vehicle arrival time prediction algorithm; weight distribution; Delay; Global Positioning System; Intelligent transportation systems; Intelligent vehicles; Prediction algorithms; Predictive models; Road transportation; Signal processing; Technological innovation; Traffic control;
Conference_Titel :
Intelligent Transportation Systems Conference, 2006. ITSC '06. IEEE
Conference_Location :
Toronto, Ont.
Print_ISBN :
1-4244-0093-7
Electronic_ISBN :
1-4244-0094-5
DOI :
10.1109/ITSC.2006.1707432