Dynamic Freeway Travel-Time Prediction with Probe Vehicle Data: Link Based Versus Path Based

Short-term travel-time prediction is very important to the real-time traveler information and route guidance system. Various methodologies have been developed for dynamic travel-time prediction. However, most existing studies assume that path travel time is the simple addition of travel times on the consisting links. Through simulation, it is shown that, under recurrent traffic conditions, direct measuring of path-based (or movement-based) travel time rather than link-based travel time could generate a more accurate prediction. Factors that would have an effect on the prediction accuracy are analyzed.

[1]  Haitham Al-Deek,et al.  Travel Time Prediction with Non-Linear Time Series , 1998 .

[2]  Piyushimita Thakuriah,et al.  FREQUENCY OF PROBE REPORTS AND VARIANCE OF TRAVEL TIME ESTIMATES , 1997 .

[3]  Gunhee Han,et al.  FORECASTING MULTIPLE-PERIOD FREEWAY LINK TRAVEL TIMES USING NEURAL NETWORKS WITH EXPANDED INPUT NODES , 1998 .

[4]  Marios M. Polycarpou,et al.  Travel Time Prediction System (TIPS) for Freeway Work Zones , 1998 .

[5]  Dongjoo Park,et al.  Direct Forecasting of Freeway Corridor Travel Times Using Spectral Basis Neural Networks , 2001 .

[6]  Haitham Al-Deek,et al.  Travel-Time Prediction for Freeway Corridors , 1999 .

[7]  I. Okutani THE KALMAN FILTERING APPROACHES IN SOME TRANSPORTATION AND TRAFFIC PROBLEMS , 1987 .

[8]  Karthik K. Srinivasan,et al.  Determination of Number of Probe Vehicles Required for Reliable Travel Time Measurement in Urban Network , 1996 .

[9]  Fritz Busch,et al.  The Short-Term Prediction of Link Travel Times in Signal Controlled Road Networks , 1994 .

[10]  I Okutani,et al.  Dynamic prediction of traffic volume through Kalman Filtering , 1984 .

[11]  Steven I-Jy Chien,et al.  Determining the Number of Probe Vehicles for Freeway Travel Time Estimation by Microscopic Simulation , 2000 .

[12]  Eil Kwon,et al.  Adaptive demand-diversion prediction for integrated control of freeway corridors , 1993 .

[13]  T. Başar,et al.  A New Approach to Linear Filtering and Prediction Problems , 2001 .

[14]  David B Roden FORECASTING TRAVEL TIME , 1995 .

[15]  T. Oda An algorithm for prediction of travel time using vehicle sensor data , 1990 .