Development of an Evaluation Method for a Driver's Cognitive Workload Using ECG Signal
![]() |
Hong, Wongi
(Integrated Logistics Support R&D Lab, LIG Nex1)
Lee, Wonsup (Department of Industrial and Management Engineering, Pohang University of Science and Technology) Jung, Kihyo (School of Industrial Engineering, University of Ulsan) Lee, Baekhee (Department of Industrial and Management Engineering, Pohang University of Science and Technology) Park, Jangwoon (Department of Industrial and Management Engineering, Pohang University of Science and Technology) Park, Suwan (Public and Original Technology Research Center, DGIST) Park, Yunsuk (Public and Original Technology Research Center, DGIST) Son, Joonwoo (Public and Original Technology Research Center, DGIST) Park, Seikwon (Department of Industrial Engineering, Air Force Academy) You, Heecheon (Department of Industrial and Management Engineering, Pohang University of Science and Technology) |
1 | Choi, Y., Park, J., Lee, B., Jung, K., Sah, S., and You, H. (2013), A classification of sitting strategies based on seating pressure distribution, Journal of the Korean Institute of Industrial Engineers, 39(2), 105-108. 과학기술학회마을 DOI ScienceOn |
2 | Park, J., Kim, S., and You, H. (2011), An analysis of natural motion for product design : refrigerator half guard installation part design. Journal of the Korean Institute of Industrial Engineers, 37(1), 10- 18. 과학기술학회마을 DOI ScienceOn |
3 | Deftereos, S. N., Andronis, C., Friedla, E. J., Persidis, A., and Persidis, A. (2011), Drug repurposing and adverse event prediction using high-throughput literature analysis, Wiley Interdisciplinary Reviews : Systems Biology and Medicine, 3(3), 323-334. DOI |
4 | Gould, K. S., Roed, B. K., Saus, E., Koefoed, V. F., Bridger, R. S., and Moen, B. E. (2009), Effects of navigation method on workload and performance in simulated high-speed ship navigation, Applied Ergonomics, 40(1), 103-114. DOI ScienceOn |
5 | Greiner, M., Pfeiffer, D., and Smith, R. D. (2000), Principles and practical application of the receiver-operating characteristic analysis for diagnostic tests, Preventive Veterinary Meddicine, 45, 23-41. DOI ScienceOn |
6 | Wang, J. S., Knipling, R. R., and Goodman, M. J. (1996), The role of driver inattention in crashes : New statistics from the 1995 Crashworthiness Data System, In Proceedings of 40th Association for the Advancement of System, 377-392. |
7 | Wallen, N. H., Goodall, A. H., Li, N., and Hjemdahl, P. (1999), Activation of haemostasis by exercise, mental stress and adrenaline : effects on platelet sensitivity to thrombin and thrombin generation, Clinical Science, 97, 27-35. DOI ScienceOn |
8 | Schubert, C., Lambertz, M., Nelesen, R. A., Bardwell, W., Choi, J. B., and Dimsdale, J. E. (2009), Effects of stress on heart rate complexity : A comparison between shortterm and chronic stress, Biological Psychology, 80(3), 325-332. DOI ScienceOn |
9 | Son., J., Reimer, B., Mehler., B., Pohlmeyer, A. E., Godfrey, K. M., Orszulak, J., Long, J., Kim, M., Lee, Y., and Coughlin, J. F. (2010), Age and cross-cultural comparison of drivers' cognitive workload and performance in simulated urban driving, International Journal of Automotive Technology, 11(4), 533-539. DOI |
10 | Swets, J. A. (1988), Measuring the accuracy of diagnostic systems. Science, 240, 1285-1293. DOI |
11 | Wood, R., Maraj, B., Lee, C. M., and Reyes, R. (2002), Short-term heart rate variability during a cognitive challenge in young and older adults, Age and Aging, 31, 131-135. DOI ScienceOn |
12 | Yao, Y. J., Chang, Y. M., Xie, X. P., Cao, X. S., Sun, X. Q., and Wu, Y. H. (2008), Heart rate and respiration responses to real traffic pattern flight, Psychophysiology Biofeedback, 33(4), 203-209, ort No. CGD- 10-99, 5-31. DOI |
13 | Wallen, N. H., Goodall, A. H., Li, N., and Hjemdahl, P. (1999), Activation of haemostasis by exercise, mental stress and adrenaline: effects on platelet sensitivity to thrombin and thrombin generation, Clinical Science, 97, 27-35. DOI ScienceOn |
14 | Hand, D. J. and Till, R. J. (2001), A simple generalisation of the area under the ROC curve for multiple class classification problems, Machine Learning, 45(2), 171-186. DOI |
15 | Wang, J. S., Knipling, R. R., and Goodman, M. J. (1996), The role of driver inattention in crashes : New statistics from the 1995 Crashworthiness Data System, 40th Association for the Advancement of System, Vancouver, Canada, 377-392. |
16 | Yao, Y. J., Chang, Y. M., Xie, X. P., Cao, X. S., Sun, X. Q., and Wu, Y. H. (2008), Heart rate and respiration responses to real traffic pattern flight, Psychophysiology Biofeedback, 33(4), 203-209. DOI |
17 | Lee, W., Jung, K., Hong, W., Park, S., Park, Y., Son, J., Park, S., and You, H. (2010), Analysis of drivers' ECG biological signal under different levels of cognitive workload for intelligent vehicle, In Proceedings of Ergonomics Society of Korea. |
18 | Jeon, Y., Lee, N., Im, J., Kwon, D., and Shin, G. (2002), A study for the extraction of stress index using physiological signal variations, Journal of the Ergonomics Society of Korea, 21(4), 1-13. |
19 | Malik, M., Camm, A. J., Bigger Jr., J. T., Breithardt, G., Cerutti, S., Cohen, R. J., Coumel, P., Fallen, E. L., Kennedy, H. L., Kleiger, R. E., Lombardi, F., Malliani, A., Moss, A. J., Rottman, J. N., Schmidt, G., Schwartz, P. J., and Singer, D. H. (1996), Heart rate variability : Standards of measurement, physiological interpretation, and clinical use, European Heart Journal, 17(3), 354-381. DOI ScienceOn |
20 | Miller, J. C., Smith, M. L., and McCauley, M. E. (1998), Crew fatigue and performance on U.S. coast guard cutters, Report No.CG-D-10-99. Groton, CT : Coast Guard Research and Development Center, US Department of Transportation. |
21 | Pollard, J. K., Sussman, E. D., and Stearns, M. (1990), Shipboard crew fatigue, safety and reduced manning, Report No. DOT-MA-RD- 840-90014, Cambridge, MA : John A. Volpe National Transportation Systems Center, US Department of Transportation. |
22 | Park, L. and Moon, J. (2005), Optimization of classifier performance at local operating range : A case study in fraud detection, International Journal of Fuzzy Logic and Intelligent Systems, 5(3), 179-281. DOI ScienceOn |
23 | Pearl, W. (1996), Effects of gender, age, and heart rate on QT intervals in children, Pediatric Cardiology, 17(3), 135-136. DOI |
24 | Piechulla, W., Mayser, C., Gehrke, H., and Konig, W. (2003), Reducing drivers' mental workload by means of an adaptive man-machine interface, Transportation Research Part F : Traffic Psychology and Behaviour, 6, 233-248. DOI ScienceOn |
25 | Brookhuis, K. A. and Waard, D. (2001), Assessment of drivers' workload : performance, subjective and physiological indices, In P. A. Hancock and P. A. Desmond (Eds.), Stress, Workload and Fatigue : Theory, Research and Practice, Mahwah, NJ : Lawrence Erlbaum Associates Publishers, 321-333. |
26 | Brookhuis, K. A. and Waard, D. (2010), Monitoring drivers' mental workload in driving simulators using physiological measures, Accident Analysis and Prevention, 42, 898-903. DOI ScienceOn |
27 | Choi, B. and Jung, K. (2013), Analysis of perceived discomfort and EMG for touch locations of a soft keyboard, Journal of the Korean Institute of Industrial Engineers, 39(2), 99-104. 과학기술학회마을 DOI ScienceOn |
28 | Lee, T. (2011), The Unabridged Dictionary of Physical Education, Minjoong publishing company. |
29 | Wood, R., Maraj, B., Lee, C. M., and Reyes, R. (2002), Short-term heart rate variability during a cognitive challenge in young and older adults, Age and Aging, 31, 131-135. DOI ScienceOn |
30 | Gu, J., Ghosal, S., and Roy, A. (2006), Non-parametric estimation of ROC curve, Paper No.2592, Institute of Statistics Mimeo Series, Raleigh, NC : North Carolina State University. |
![]() |