Traffic pattern recognition using an active learning neural network and Principal Components Analysis

Civil-Comp Proceedings

Volumn 82, Issue , 2005, Pages

  Yan, L ^a   Fraser, M ^a   Oliver, K ^a   Elgamal, A ^a   Conte, J P ^a   Fountain, T ^b  

^a Department of Structural Engineering ^*  (United States)

^b UNIVERSITY OF CALIFORNIA   (United States)

Author keywords

Active learning; Neural network; Principal components analysis; Structural health monitoring; Traffic management; Traffic pattern recognition

Indexed keywords

ENVIRONMENTAL ENGINEERING; INFORMATION TECHNOLOGY; NEURAL NETWORKS; PATTERN RECOGNITION SYSTEMS; STRUCTURAL HEALTH MONITORING; TRAFFIC CONTROL;

ACTIVE LEARNING; CIVIL INFRASTRUCTURE SYSTEMS; INTEGRATED FRAMEWORKS; ON-LINE HEALTH MONITORING; PRINCIPAL COMPONENTS ANALYSIS; TRAFFIC MANAGEMENT; TRAFFIC MONITORING SYSTEMS; TRAFFIC PATTERN;

PRINCIPAL COMPONENT ANALYSIS;

EID: 84893908669     PISSN: 17593433     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Conference Paper

References (10)

1. E. Aktan, S. Chase, D. Inman, and D. Pines, "Monitoring and Managing the Health of Infrastructure Systems", Proceedings of the 2001 SPIE Conference on Health Monitoring of Highway Transportation Infrastructure, SPIE, March 6-8, 2001.
2. A. Elgamal, J.P. Conte, S.F. Masri, M. Fraser, T. Fountain, A. Gupta, M. Trivedi, and M. El Zarki, "Health Monitoring Framework for Bridges and Civil Infrastructure", Proc. of the 4th International Workshop on Structural Health Monitoring, Stanford University, Stanford, CA, September 15-17, 2003.
3. A. Elgamal, J.P. Conte, L. Yan, M. Fraser, S.F. Masri, M. El Zarki, T. Fountain, and M. Trivedi, "A Framework for Monitoring Bridges and Civil Infrastructure", (Invited Paper) Proc. of the 3rd China-Japan-US Symposium on Structural Health Monitoring and Control, Dalian, China, October 13-16, 2004.
4. L. Zhao, "Characterization of Deck-to-Girder Connections in FRP Composite Superstructures", Ph.D. Dissertation, University of California, San Diego, La Jolla, CA, USA, 1999.
5. M. Fraser, A. Elgamal, J.P. Conte, V. Karbhari, L. Zhao, and F. Seible, "Pilot Health Monitoring for Composite Bridge-deck Panels", Proceedings of the Third Middle East Symposium on Structural Composites for Infrastructure Applications, Aswan, Egypt, December 17-20, 2002.
6. C.M. Bishop, Neural Networks for Pattern Recognition, Oxford University Press, 1995.
7. Y. LeCun, L. Bottou, G.B. Orr, and K.R. Muller, "Efficient Backprop", Neural Networks - Tricks of the Trade, Springer Lecture Notes in Computer Sciences, 1524, 5-50, 1998.
8. I.T. Jolliffe, Principal Components Analysis, Spring-Verlag, New York, 1986.
9. S. Thrun, and K. Moller, "Active Exploration in Dynamic Environments", in Advances in Neural Information Processing System 4, Moody, J., Hanson, S., and Lippmann, R. (Eds.), Morgan Kaufman, 1992.
10. D.A. Cohn, Z. Ghahramani, and M.I. Jordan, "Active Learning with Statistical Models", Journal of Artificial Intelligence Research, 4, 129-145, 1996.