Traffic incident detection system using series of point detectors

IEEE Conference on Intelligent Transportation Systems, Proceedings, ITSC

Volumn , Issue , 2012, Pages 182-187

  Hi Ri O Tappa, K ^a   Likitkhajorn, C ^a   Poolsawat, A ^a   Thajchayapong, S ^a  

^a NATIONAL ELECTRONICS AND COMPUTER TECHNOLOGY CENTER   (Thailand)

Author keywords

[No Author keywords available]

Indexed keywords

CCTV IMAGES; DETECTION RATES; DYNAMIC TIME WARPING ALGORITHMS; FALSE ALARM RATE; INCIDENT DETECTION ALGORITHMS; INCIDENT DETECTION SYSTEMS; PERFORMANCE EVALUATION; POINT DETECTORS; TRAFFIC DATA; TRAFFIC INCIDENTS; TRAFFIC OPERATORS;

ALGORITHMS;

INTELLIGENT SYSTEMS;

EID: 84871240965     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ITSC.2012.6338692     Document Type: Conference Paper

References (19)

1. Parkany, E. and C. "Xie, A Complete Review of Incident Detection Algorithms and Their Deployment: What Works and What Doesn't," The New England Transportation Consortium, 2005.
2. K. Hi-ri-o-tappa, et.al, "A Novel Approach of Dynamic Time Warping for Short-Term Traffic Congestion Prediction," Transportation Research Board of the National Academies, Washington, D.C., 2011.
3. K. Hi-ri-o-tappa, et.al, "Development of High Accuracy Congestion Prediction Algorithm Using Series of Camera Detectors," 11th International Conference of ITS Telecomunications, Saint Petersburg, Russia, 2011.
4. Chin Long Mak and Henry S. L. Fan, "Development of Dual-Station Automated Expressway Incident Detection Algorithms," IEEE transactions on intelligent transportation systems, vol. 8, no. 3, september 2007
5. Oh, J.-S., C. Oh, S. G. Ritchie, and M. Chang, "Real-Time Estimation of Accident Likelihood for Safety Enhancement," ASCE Journal of Transportation Engineering, 2005, pp. 358-363.
6. Rechard O., Duda. "Pattern Classification," McGraw-Hill, 1997.
7. J. A. Barria and S.Thajchayapong, "Detection and Classification of Traffic Anomalies using Microscopic Traffic Variables," IEEE Transactions on Intelligent Transportation Systems, Special Issue on Exploiting Wireless Communication Technologies in Vehicular Transportation Networks, Vol. 12, no. 3, pp. 695-704, September 2011.
8. S. Thajchayapong, J.A. Barria, and E. Garcia-Trevino. "Lane-level traffic estimations using microscopic traffic variables," In Proceedings of 13th IEEE International Conference on Intelligent Transportation Systems, Madeira Island, Portugal, September 19-22, 2010.
9. Berndt, D. & Clifford, J. (1994), "Using dynamic time warping to find patterns in time series," AAAI-94 Workshop on Knowledge Discovery in Databases (KDD-94), Seattle, Washington.
10. Ratanamahatana, C. A. and Keogh. E. "Everything you know about Dynamic Time Warping is Wrong," Third Workshop on Mining Temporal and Sequential Data, in conjunction with the Tenth ACM SIGKDD. International Conference on Knowledge Discovery and Data Mining (KDD-2004).
11. Chassiakos, A.P., Stephanedes, Y.J. "Smoothing algorithms for incident detection," Transportation Research Record 1394, 9-16, 1993.
12. Kiratiratanapruk, K. and S. Siddhichai, "Vehicle Detection and Tracking for Traffic Monitoring System," In Proceedings of the IEEE TENCON, 2006, pp. 1-4.
13. F. Yuan and R. L. Cheu, "Incident detection using support vector machines," Transp. Res. Part C, vol. 11, no. 3/4, pp. 309-328, 2003.
14. C. H. Hsiao, C. T. Lin, and M. Cassidy, "Application of fuzzy logic and neural networks to automatically detect freeway traffic incidents," J. Transp. Eng., vol. 120, no. 5, pp. 753-772, Sep./Oct. 1994.
15. R. L. Cheu and S. G. Ritchie, "Automated detection of lane-blocking freeway incidents using artificial neural networks," Transp. Res. Part C, vol. 3, no. 6, pp. 371-388, 1995.
16. H. Dia and G. Rose, "Development and evaluation of neural network freeway incident detection models using field data," Transp. Res. Part C, vol. 5, no. 5, pp. 313-331, 1997.
17. B. Abdulhai and S. G. Ritchie, "Enhancing the universality and transferability of freeway incident detection using a Bayesian-based neural network," Transp. Res. Part C, vol. 7, no. 5, pp. 261-280, 1999.
18. S. S. Ishak and H. Al-Deek, "Performance of automatic ANN-based incident detection on freeways," J. Transp. Eng., vol. 125, no. 4, pp. 281-290, Jul./Aug. 1999
19. H. Adeli and A. Karim, "Wavelets in Intelligent Transportation Systems," Wiley, 2005.