Genetic algorithm-based testing scenarios selection for the performance evaluation of crash imminent braking systems for pedestrian safety

2014 17th IEEE International Conference on Intelligent Transportation Systems, ITSC 2014

Volumn , Issue , 2014, Pages 1656-1661

  Gholamjafari, Ali ^a,b   Li, Lingxi ^a,b   Chien, Stanley ^a,b   Chen, Yaobin ^a,b  

^a Indiana University Purdue University Indianapolis   (United States)

^b INDIANA UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ACCIDENTS; ACTIVE SAFETY SYSTEMS; BRAKING PERFORMANCE; GENETIC ALGORITHMS; INTELLIGENT SYSTEMS; INTELLIGENT VEHICLE HIGHWAY SYSTEMS; SAFETY TESTING;

BRAKING SYSTEM; DRIVING SAFETY; FIELD TESTING; INTELLIGENT TRANSPORTATION SYSTEMS; OPTIMAL TESTING; PEDESTRIAN CRASHES; PERFORMANCE INDICES; VEHICLE TESTING;

PEDESTRIAN SAFETY;

EID: 84937111092     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ITSC.2014.6957931     Document Type: Conference Paper

References (22)

1. J. M. Clanton, D. M. Bevly, and A. S. Hodel, "A low-cost solution for an integrated multisensor lane departure warning system," IEEE Transactions on Intelligent Transportation Systems, vol. 10, no. 1, pp. 47-59, January 2009.
2. C. Desjardins and B. Chaib-draa, "Cooperative adaptive cruise control: A reinforcement learning approach," IEEE Transactions on Intelligent Transportation Systems, vol. 12, no. 4, pp. 1248-1260, December 2011.
3. H. Xiong and L. N. Boyle, "Driver's adaptation to adaptive cruise control: Examination of automatic and manual braking," IEEE Transactions on Intelligent Transportation Systems, vol. 13, no. 3, pp. 1468-1473, September 2012.
4. S. Nedevschi, S. Bota, and C. Tomiuc, "Stereo-based pedestrian detection for collision-avoidance applications," IEEE Transactions on Intelligent Transportation Systems, vol. 10, no. 3, pp. 380-391, September 2009.
5. T. Gandhi and M. M. Trivedi, "Pedestrian protection systems: Issues, survey, and challenges," IEEE Transactions on Intelligent Transportation Systems, vol. 8, no. 3, pp. 413-430, September 2007.
6. C. G. Keller, T. Dang, H. Fritz, A. Joos, C. Rabe, D. M. Gavrila, "Active pedestrian safety by automatic braking and evasive steering," IEEE Transactions on Intelligent Transportation Systems, vol. 12, no. 4, pp. 1292-1304, December 2011.
7. D. Geronimo, A. M. Lopez, A. D. Sappa, and T. Graf, "Survey of pedestrian detection for advanced driver assistance systems," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 32, no. 7, pp. 1239-1258, July 2010.
8. R. Tian, L. Li, V. Rajput, G. Witt, V. Duffy, and Y. Chen, "Study on the display positions for the haptic rotary device-based integrated in-vehicle infotainment interface," IEEE Transactions on Intelligent Transportation Systems, vol. 15, no. 3, pp. 1234-1245, June 2014.
9. R. Tian, L. Li, M. Chen, Y. Chen, and G. Witt, "Studying the effects of driver distraction and traffic density on the probability of crash and near-crash events in naturalistic driving environment," IEEE Transactions on Intelligent Transportation Systems, vol. 14, no. 3, pp. 1547-1555, September 2013.
10. S. Chien, L. Li, and Y. Chen, "A novel evaluation methodology for combined performance of warning and braking in crash imminent braking systems," IEEE Intelligent Transportation Systems Magazine, vol. 5, no. 4, pp. 62-72, Winter 2013.
11. S. Chien, T. Moury, G. Widmann, L. Li, A. Maina Ari, A. Meadows, H. Banvait, and Y. Chen, "A new scoring mechanism for vehicle crash imminent braking systems," IEEE Intelligent Transportation Systems Magazine, vol. 4, no. 4, pp. 17-29, November 2012.
12. http://www.autoblog.com/2013/10/13/toyota-pre-collision-system-steering-assist/
13. http://en.wikipedia.org/wiki/Pre-Collision-System
14. http://www.kbb.com/car-news/all-the-latest/2014-volvos-will-offer-new-cyclist-detection-safety-system-option/2000009157/
15. R. Tian, L. Li, S. Chien, Y. Chen, and R. Sherony, "Estimation of the Vehicle/Pedestrian Encounter/Conflict Risk on the Road Based on TASI-110 Car Naturalistic Driving Data Collection," in Proc. 2014 IEEE Intelligent Vehicles Symposium.
16. S. Chien, Q. Yi, D. Good, A. Gholamjafari, Y. Chen, and R. Sherony, "Method of selecting test scenarios for pedestrian forward looking pre-collision system evaluation," in Proc. SAE 2014 World Congress and Exhibition.
17. A. Fraser and D. Burnell. Computer Models in Genetics. New York: McGraw-Hill. 1970.
18. F. Lin, C. Kao, C. Hsu "Applying the genetic approach to simulated annealing in solving some NP-hard problems," IEEE Transactions on Systems, Man, and Cybernetics, vol. 23, no. 6, pp. 1752-1767, Nov-Dec. 1993.
19. J. A. Miller, W. D. Potter, R. V. Gandham, C. N. Lapena "An evaluation of local improvement operators for genetic algorithms," IEEE Transactions on Systems, Man, and Cybernetics, vol. 23, no. 5, pp. 1340-1351, Sep-Oct. 1993.
20. B. Dengiz, F. Altiparmak, A. E. Smith "Local search genetic algorithm for optimal design of reliable networks," IEEE Transactions on Evolutionary Computation, vol. 1, no. 3, pp. 179-188, Nov-Dec. 1993.
21. K. Kato, M. Sakawa "Genetic algorithms with decomposition procedures for multidimensional 0-1 Knapsack problems with block angular structures," IEEE Transactions on Systems, Man, and Cybernetics, vol. 33, no. 3, pp. 410-419, June 2003.
22. J. Tavares, F. B. Pereira, E. Costa "Multidimensional Knapsack problem: A fitness landscape analysis," IEEE Transactions on Systems, Man, and Cybernetics, vol. 38, no. 3, pp. 604-616, June 2008.