Title :
Real time delay estimation for signalized intersection using transit vehicle positioning data
Author :
Jian Huang ; Ge Li ; Qi Wang ; Yu Haitao
Author_Institution :
Sch. of Comput. Sci. & Eng., Beihang Univ. (BUAA), Beijing, China
Abstract :
The paper proposed a practical method to accurately estimate the vehicle delay at signalized intersections. Firstly we derived an analytical delay formula based on the observation of the queue forming/discharging process. According to uniform arrivals assumption, the formula was then simplified to a linear relation between the travel time and the observed vehicle location. However, the factors in the formula are associated with the specific intersections´ queue characteristics. So we collected massive historical trajectory data using GPS instrumented transit vehicles, and analyzed it with DBSCAN and Least Square Fit algorithms to determine the time-dependent factors at each intersection. In this way the formula can calculate precise intersection delay only base on vehicle positioning data, without the need to know signal or traffic information. Field experiments are conducted and the results verify the effectiveness of the proposed method.
Keywords :
Global Positioning System; delay estimation; queueing theory; road traffic; DBSCAN; GPS; Least Square Fit algorithm; queue discharging process; queue forming process; real time delay estimation; signalized intersection; time dependent factor; traffic information; transit vehicle positioning data; travel time; vehicle delay estimation; vehicle location; Accuracy; Delays; Equations; Global Positioning System; Mathematical model; Probes; Vehicles;
Conference_Titel :
ITS Telecommunications (ITST), 2013 13th International Conference on
Conference_Location :
Tampere
DOI :
10.1109/ITST.2013.6685548