Hidden Markov filtering with microscopic traffic modeling for vehicle load estimation in cellular networks

Proceedings of the IASTED International Conference on Communication Systems and Networks

Volumn , Issue , 2004, Pages 124-128

  Stamoulakatos, Theodore ^a   Yannopoulos, Angelos ^a   Varvarigou, Theodora ^a   Sykas, Efstathios ^a  

^a NATIONAL TECHNICAL UNIVERSITY OF ATHENS   (Greece)

Author keywords

Hidden Markov Model; Location Based Services; Microscopic Traffic Model; Pattern Recognition; Traffic Information

Indexed keywords

MARKOV PROCESSES; MONITORING; PARAMETER ESTIMATION; PATTERN RECOGNITION; PRESS LOAD CONTROL; RANDOM PROCESSES; SIGNAL PROCESSING; VEHICLES;

HIDDEN MARKOV MODEL; LOCATION BASED SERVICES; MICROSCOPIC TRAFFIC MODEL; TRAFFIC INFORMATION;

CELLULAR NEURAL NETWORKS;

EID: 11144291092     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (14)

1. Theodore S. Stamoulakatos, Efstathios D. Sykas, "A review on Cellular Location Methods targeting Location Based Services ", IASTED International Conference on Communication Systems and Networks (CSN 2003), Benalmadena, Spain, September 8-10, 2003.
2. Theodore S. Stamoulakatos, Efstathios D. Sykas, "A network architecture to obtain traffic information for Location Based Service applications", ConTEL 2003 7th International Conference on Telecommunications, Zagreb, Croatia, June 11-13, 2003.
3. L. Rabiner, "A Tutorial on Hidden Markov Models and Selected Applications in Speech Recognition", Proceedings of the IEEE, vol. 77, pp. 257-286, Feb. 1989.
4. R. G. Brown, P. Y. C. Hwang, "Introduction to Random Signals and Applied Kalman Filtering", 3 ed: John Wiley & Sons, 1997.
5. S. Mangold, S. Kyriazakos, Chair of Communication Networks, RWTH Aachen, "Applying Pattern Recognition Techniques based on Hidden Markov Models for Vehicular Position Location in Cellular Networks", IEEE VTC 1999-Fall, September 1999, Amsterdam.
6. Theodore S. Stamoulakatos, Efstathios D. Sykas, "Signal Pattern Recognition, Hidden Markov Modeling and Traffic Flow Modeling Filters Applied in Existing Signaling of Cellular Networks for Vehicle Volume Estimation", ISICT '03, International Symposium on Information and Communication Technologies, Trinity College, Dublin, Ireland, September 24-26, 2003.
7. T.Nypan, O.Hallingstad, "A cellular positioning system based on database comparison -The hidden Markov model based estimator versus the Kalman filter", NORSIG, Norway, October 2002.
8. B. Juang, L. Rabiner, "The Segmential K-Means Algorithm for Estimating Parameters of Hidden Markov Models", IEEE Trans. Accoust., Speech, Signal Processing, vol. 38, pp. 1639-1641, Sep. 1990.
9. Kohonen, T., "Self-Organising Maps", Springer, Berlin, 1995.
10. Kohonen, T., Barna, G., and Chrisley, R., "Statistical pattern recognition with neural networks: Benchmarking studies", In Proceedings of the International Conference on Neural Networks (ICNN), volume I, pages 61-68, Los Alamitos, CA. IEEE Computer Soc. Press, 1988.
11. H. Homa, A. Toskala, "WCDMA for UMTS", revised edition, John Wiley & Sons, 2001.
12. W.R. McShane, R.P. Roess. "Traffic Engineering", Prentice Hall, Inc., Englewood Cliffs, New Jersey, 1990.
13. A.D. May, "Traffic Flow Fundamentals", Prentice Hall, Inc., Englewood Cliffs, New Jersey, 1990.
14. M. Papageorgiou, G. Schmidt, "Freeway Traffic Modeling, (Technische Universität München, Germany) -Concise encyclopedia of traffic & transportation systems", p. 162-167, M. Papageorgiou Ed., Pergamon Press, 1991.