Detection of driver fatigue caused by sleep deprivation

IEEE Transactions on Systems, Man, and Cybernetics Part A:Systems and Humans

Volumn 39, Issue 4, 2009, Pages 694-705

  Yang, Ji Hyun ^a   Mao, Zhi Hong ^b   Tijerina, Louis ^c   Pilutti, Tom ^c   Coughlin, Joseph F ^d,e   Feron, Eric ^f  

^a NAVAL POSTGRADUATE SCHOOL   (United States)

^b PA 15260   (United States)

^c FORD MOTOR COMPANY   (United States)

^d MASSACHUSETTS INSTITUTE OF TECHNOLOGY   (United States)

^e Georgia Institute of Technology ^*  (United States)

^f Georgia Institute of Technology   (United States)

Author keywords

Bayesian networks (BNs); Camouflage; Drowsy driving; Sleep deprivation; Stimulus response tasks; Tracking tasks

Indexed keywords

BAYESIAN NETWORKS (BNS); DROWSY DRIVING; SLEEP DEPRIVATION; STIMULUS-RESPONSE TASKS; TRACKING TASKS;

AUTOMOBILE DRIVERS; DISTRIBUTED PARAMETER NETWORKS; EQUIPMENT TESTING; EXPERIMENTS; INFERENCE ENGINES; INTELLIGENT NETWORKS; SLEEP RESEARCH;

BAYESIAN NETWORKS;

EID: 67650691082     PISSN: 10834427     EISSN: None     Source Type: Journal    
DOI: 10.1109/TSMCA.2009.2018634     Document Type: Article

References (37)

1. Ford Motor Company, 2005. [Online]. Available: http://www.media.ford.com
2. N. Wright, B. Stone, T. Horberry, and N. Reed, "A review of in-vehicle sleepiness detection devices," Trans. Res. Lab., Berkshire, U.K., 2007. Tech. Rep. PPR.
3. G. Renner and S. Mehring, "Lane departure and drowsiness - Two major accident causes-one safety system," in 4th World Congr. Intell. Transp. Syst., Berlin, Germany, Oct. 21-24, 1997.
4. D. Dinges, "An overview of sleepiness and accidents," J. Sleep Res. vol. 4, pp. 4-14, Dec. 1995. Suppl. 2.
5. A. Hobson, Sleep. New York: Sci. Amer. Library, 1989.
6. C. Drake, 2006, Detroit, MI: Henry Ford Hospital. private communication.
7. S. Popkin, "Effect of day length on sleep habits and subjective on duty alertness in irregular work schedules," in 82nd Annu. Meeting Transp. Res. Board, Washington DC, Jan. 12-16, 2003.
8. D. McRuer and D. H. Weir, "Theory of manual vehicular control," Ergonomics, vol. 12, no. 4, pp. 599-633, Dec. 1969.
9. V. Neale, T. Dingus, S. Klauer, J. Sudweeks, and M. Goodman, "An overview of the 100-car naturalistic study and findings," Virginia Tech Trans. Inst., Nat. Highway Traffic Safety Admin., Washington DC, Tech. Rep. 05-0400, 2005.
10. I. D. Brown, "Prospects for technological countermeasures against driver fatigue," Accident Anal. Prev., vol. 29, no. 4, pp. 525-531, Jul. 1997.
11. T. Dingus, M. Hulse, S. Jahns, J. Alves-Foss, S. Confer, A. Rice, I. Roberts, R. Hanowski, and D. Sorenson, "Development of human factors guidelines for advanced traveler information systems and commercial vehicle operations: Literature review," Federal Highway Admin., Washington DC, Tech. Rep. FHWA-RD-95-153, 1996.
12. Canada Safety Council, Safety Canada: Drivers on Pot-Issues and Options, Tech. Rep.
13. C. Marberger, M. Dangelmaier, H. Widlroither, and E. Bekiaris, "User centered HMI development in the awake-project," presented at the 23rd Eur. Annu. Conf. Human Decision Making Manual Control, Hague, The Netherlands, Oct. 11, 2004. 0-7803-8566-7/04.
14. L. Evans, Traffic Safety. Bloomfield Hills, MI: Sci. Serving Soc., 2004.
15. D. Dinges, M. Mallis, G. Maislin, and J. Powell, "Final report: Evaluation of techniques for ocular measurement as an index of fatigue and the basis for alertness management," NHTSA, Washington DC, Tech. Rep. DOT HS 808762, 1998.
16. R. Knipling, "PERCLOS: A valid psychophysiological measure of alertness as assessed by psychomotor vigilance," Office Motor Carrier Highway Safety, FHWA, Washington DC, Tech. Rep. HWA-MCRT-98-006, Oct. 1999.
17. J. Yang, "Analysis and detection of driver fatigue caused by sleep deprivation," Ph.D. dissertation, Dept. Aeronaut. Astronaut., MIT, Cambridge, MA, 2007.
18. K. P. Strohl, "Drowsy driving and automobile crashes," US Dept. Health Human Service, NHTSA, Washington DC, Tech. Rep. DOT HS 808707, Apr. 1998.
19. National Sleep Foundation, 2007. [Online]. Available: http:// www.sleepfoundation.org
20. M. Kaneda, H. Iizuka, H. Ueno, M. Hiramatsu, M. Taguchi, and M. Tsukino, "Development of a drowsiness warning system," presented at the 14th Int. Tech. Conf. Enhanced Safety Vehicles, Munich, Germany, 1994, Paper 94-S3-O-08.
21. Q. Wang, J. Yang, M. Ren, and Y. Zheng, "Driver fatigue detection: A survey," in Proc. 6th World Congr. Intell. Control Autom., Dalian, China, Jun. 21-23, 2006, pp. 8587-8591.
22. A. Kircher, "Vehicle control and drowsiness," Swedish Nat. Road Trans. Res. Inst., Linköping, Sweden, Tech. Rep. VTI Meddelande 922A, 2002.
23. J. Arnedt, G. Wilde, P. Munt, and A. Maclean, "Simulated driving performance following prolonged wakefulness and alcohol consumption: Separated and combined contributions to impairment," J. Sleep Res. vol. 9, no. 3, pp. 233-241, Sep. 2000.
24. R. R. Mackie and C. D. Wylie, "Countermeasures to loss of alertness in motor vehicle drivers: A taxonomy and evaluation," in Proc. Human Factors Soc. 35th Annu. Meeting, San Francisco, CA, Sep. 2-6, 1991, pp. 1149-1153.
25. T. Pilutti and A. G. Ulsoy, "Identification of driver state for lane-keeping tasks," IEEE Trans. Syst., Man, Cybern. A, Syst., Humans, vol. 29, no. 5, pp. 486-502, Sep. 1999.
26. G. Tao and P. Kokotovic, Adaptive Control of Systems with Actuator and Sensor Nonlinearities. New York: Wiley-Interscience, 1996.
27. C. Wickens, S. Gordon, and Y. Liu, An Introduction to Human Factors Engineering. Reading, MA: Addison-Wesley, 1998.
28. D. T. McRuer, Mathematical Models of Human Pilot Behavior. Brussels, Belgium: Advisory Group Aerosp. Res. Develop., North Atlantic Treaty Org., Dec. 1974.
29. M. Kutner, Applied Linear Statistical Models. New York: McGraw-Hill, 2005.
30. K. Kozak, R. Curry, J. Greenberg, B. Arts, M. Blommer, and L. Cathey, "Leading indicators of drowsiness in simulated driving," in Human Factors Ergonomics Soc. 49th Annu. Meeting, Orlando, FL, Sep. 26-30, 2005, pp. 1917-1921.
31. D. Dinges, F. Pack, K. Williams, K. Gillen, J. Powell, G. Ott, C. Aptowicz, and A. Pack, "Cumulative sleepiness, mood disturbance, and psychomotor vigilance performance decrements during a week of sleep restricted to 4-5 hours per night," Sleep, vol. 20, no. 4, pp. 267-277, Apr. 1997.
32. C. Wickens and J. Holland, Engineering Psychology and Human Performance. Englewood Cliffs, NJ: Prentice-Hall, 1999.
33. T. Sheridan, Humans and Automation. Hoboken, NJ: Wiley, 2002.
34. Q. Ji, P. Lan, and C. Looney, "A probabilistic framework for modeling and real-time monitoring human fatigue," IEEE Trans. Syst., Man, Cybern. A, Syst., Humans, vol. 36, no. 5, pp. 862-875, Sep. 2006.
35. F. Jensen, Bayesian Networks and Decision Graphs. New York: Springer-Verlag, 2001.
36. J. K. Kuchar, "A unified methodology for the evaluation of hazard alerting systems," Ph.D. dissertation, Dept. Aeronaut. Astronaut., MIT, Cambridge, MA, 1995.
37. D. Dinges and N. Kribbs, "Performing while sleepy: Effects of experimentally-induced sleepiness," in Sleep, Sleepiness, and Performance. Hoboken, NJ: Wiley, 1991, pp. 97-128.