Particle filter-based real-time estimation and prediction of traffic conditions

Recent Advances in Stochastic Modeling and Data Analysis

Volumn , Issue , 2007, Pages 406-413

  Sau, Jacques ^a   El Faouzi, Nour Eddin ^b   Aissa, Anis Ben ^b   De Mouzon, Olivier ^b  

^a UNIVERSITÉ LYON 1   (France)

^b UNIVERSITÉ DE LYON   (France)

Author keywords

Bayesian monte carlo; Real time traffic estimation; Travel time prediction

Indexed keywords

FORECASTING; KALMAN FILTERS; MONTE CARLO METHODS; TIME VARYING CONTROL SYSTEMS; TRAVEL TIME;

BAYESIAN; LUENBERGER OBSERVERS; MACROSCOPIC TRAFFIC MODELING; MODEL-BASED METHOD; REAL TIME TRAFFIC ESTIMATIONS; REAL-TIME ESTIMATION; SHORT TERM PREDICTION; TRAVEL TIME PREDICTION;

REAL TIME SYSTEMS;

EID: 83755180267     PISSN: None     EISSN: None     Source Type: Book    
DOI: 10.1142/9789812709691_0049     Document Type: Chapter

References (16)

1. M. Arulampalam, S. Maskell, N. Gordon and T. Clapp. A tutorial on particle filters for online nonlinear/non-Gaussian Bayesian tracking. IEEE. Trans, on Signal Processing, 50(2):174-188, 2002.
2. nd ISTS, Lausanne, 2006.
3. Z. Chen. Bayesian filtering: From Kalman filters to particle filters, and beyond. Adaptive Systems Lab., McMaster University, Hamilton, ON, Canada, 2003.
4. A. Doucet. On sequential simulation-based methods for Bayesian Filtering. Technical Report CUED/F-INFENG/TR 310 Department of Engineering, Cambridge University, 1998.
5. A. Doucet, N. de Freitas and N. J. Gordon. Sequential Monte Carlo Methods in Practice, Springer, N.-Y., 2001.
6. S. K. Godunov. A difference scheme for numerical computation of discontinuous solution of equations of fluid dynamics. Math. Sbornik. 47(89):271-306, 1959.
7. B. D. Greenshields. A study in Highway capacity. Proceedings of the Highway Research Board, Vol. 14, pp. 448-477, 1935.
8. S. Guiasu. Information Theory with Applications, McGraw-Hill, New York, 1977.
9. J.-P. Lebacque. The Godunov scheme and what it means for the first order traffic flow models. Proceedings of International Symposium of Traffic flow Theory, J-B. Lesort (Eds), pp. 647-677, Lyon, France, 1996.
10. M. Li and P. Vitany. An Introduction to Kolmogorov Complexity ant its Applications, Springer, 1997.
11. M. H. Lighthill and G. B. Whitham. On Kinematic waves II: A theory of traffic flow on long crowded roads. Proc. Royal Soc., London, 229(A), pp. 317-345, 1955.
12. rd IEEE CDC Conference, Nassau, Bahamas, 2004.
13. P. I. Richards. Shock-waves on the highway. Op. Res. 4, pp. 42-51, 1956.
14. J. Sussman. Introduction to Transportation Problems, Artech House, Norwood, Massachusetts, 2000.
15. S. Velan and M. Florian. A Note on the entropy Solutions of the Hydrodynamic Model of traffic flow. Transportation Science, 36(4):435-446, 2002.
16. E. I. Vlahogianni, J. C. Golias and M. G. Karlaftis. Short-term Traffic Forecasting: Overview of Objectives and Methods. Transport Review, 24, pp. 533-557, 2004.