Signal modelling and Hidden Markov models for driving manoeuvre recognition and driver fault diagnosis in an urban road scenario

IEEE Intelligent Vehicles Symposium, Proceedings

Volumn , Issue , 2007, Pages 987-992

  Boyraz, Pinar ^a   Acar, Memis ^a   Kerr, David ^a  

^a LOUGHBOROUGH UNIVERSITY   (United Kingdom)

Author keywords

[No Author keywords available]

Indexed keywords

INTELLIGENT VEHICLE HIGHWAY SYSTEMS; ROADS AND STREETS; VEHICLES;

CONTEXT AWARE ,; DRIVING SITUATIONS; FLEXIBLE SYSTEM; IMPAIRED DRIVERS; SIGNAL MODELLING; URBAN ROAD;

HIDDEN MARKOV MODELS;

EID: 47849120914     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ivs.2007.4290245     Document Type: Conference Paper

References (10)

1. Gress-Hernandez, N., Esteve, D., Bekiaris, A., "Integrated Monitoring Unit of Save Diagnostic System", IFAC Workshop on Intelligent Components for Vehicles (ICV'98), Séville (Espagne), 23-24 Mars 1998, 6p.
2. Singh, S. Papanikolopoulos, N.P. , "Monitoring driver fatigue using facial analysis techniques", Intelligent Transportation Systems, 1999. Proceedings. 1999 IEEE/IEEJ/JSAI International Conference on Artificial Intelligence, Robotics & Vision Lab., Minnesota Univ., Minneapolis, MN
3. Wierwille, W.W., Wreggitt, S.S., Kirn, C.L., Ellsworth, L.A. and Fairbanks, R.J.: National Highway Traffic Safety Administration. Research on vehicle-based driver status/performance monitoring: Development, validation, and refinement of algorithms for detection of driver drowsiness. In U.S. Department of Transportation, Final Report, Dec. 23, 1994
4. Bittner, R., Hana, K., Pousek,L., Smrcka,P., Schrieb,P., and Vysoky, P., "Detecting of Fatigue States of a Car Driver," Lec.Notes on Comp.Sci. 1933, 260-273 (2000).
5. Kim, J., Hayakawa, S., Suzuki, T., Hayashi, K., Okuma, S., Tsuchida, N., Shimizu, M., and Kido, S., "Modelling of Driver's Collision Avoidance Maneuver based on controller switching model", IEEE Transactions on Systems, Man and Cybernetics, PartB, vol 35, no 6, dec 2005, pp.1131-1143
6. Pentland, A. Liu, A. , "Modelling and Prediction of Human Behaviour", Neural Computation, vol 11, pp. 229-242, 1999
7. Nechyba, M.C., and Xu Y., Human Control Strategy: Abstraction, Verification and Replication, IEEE Control Systems Magazine, vol.17, no:5, Oct 1997, pp.48-61
8. Rabiner, L.R., "A tutorial on hidden Markov models and selected applications inspeech recognition", Proceedings of the IEEE Volume 77, Issue 2, Feb 1989 Page(s):257-286
9. Jeff A. Bilmes, "What HMMs can do?", UWEE Technical Reports, UWEETR-2002-0003, https://www.ee.washington.edu/techsite/papers/refer/UWEETR- 2002-0003.html
10. K. Torkkola, S. Venkatesan, and H. Liu. "Sensor Sequence Modeling for Driving", 18th International FLAIRS Conference, May 15-17, 2005, Clearwater Beach, Florida.