Estimation of Dynamic Freeway Origin-Destination Matrices with Cell-Based Arrival Distribution Modeling

T his paper proposed an integrated algorithm, which combined cell transmission model (CTM) with extended Kalman filtering (EKF) to respectively and iteratively estimate the arrival distributions and O-D proportions. A freeway corridor was used to investigate the capability of CTM in replicating traffic dispersion phenomenon. Results showed that CTM can accurately capture the traffic dispersion under various traffic conditions and that the degree of traffic dispersion gets larger as traffic flow increases. To demonstrate the applicability of the proposed algorithm, a case study of Taiwan's freeway was conducted. Results showed that the proposed algorithm can accurately estimate the O-D proportions with rather low RMSE.

[1]  C. Daganzo THE CELL TRANSMISSION MODEL.. , 1994 .

[2]  Gang-Len Chang,et al.  A generalized model and solution algorithm for estimation of the dynamic freeway origin-destination matrix , 2007 .

[3]  Michael G.H. Bell,et al.  The Estimation of an Origin-Destination Matrix from Traffic Counts , 1983 .

[4]  Y. Vardi,et al.  Network Tomography: Estimating Source-Destination Traffic Intensities from Link Data , 1996 .

[5]  Moshe E. Ben-Akiva,et al.  Estimation and Prediction of Time-Dependent Origin-Destination Flows with a Stochastic Mapping to Path Flows and Link Flows , 2002, Transp. Sci..

[6]  Martin L. Hazelton,et al.  Inference for origin–destination matrices: estimation, prediction and reconstruction , 2001 .

[7]  Pei-Wei Lin,et al.  Robust Model for Estimating Freeway Dynamic Origin-Destination Matrix , 2005 .

[8]  William H. K. Lam,et al.  Estimation of an origin-destination matrix with random link choice proportions : a statistical approach , 1996 .

[9]  Moshe E. Ben-Akiva,et al.  Alternative Approaches for Real-Time Estimation and Prediction of Time-Dependent Origin-Destination Flows , 2000, Transp. Sci..

[10]  Hai Yang,et al.  Estimation of origin-destination matrices from link traffic counts on congested networks , 1992 .

[11]  Hai Yang Heuristic algorithms for the bilevel origin-destination matrix estimation problem , 1995 .

[12]  Gang-Len Chang,et al.  Estimation of time-varying origin-destination distributions with dynamic screenline flows , 1996 .