Background: Drowsiness is one of the major factors that cause accidents in driving and aviation. Existing drowsiness detection systems using camera and EEG have several limitations, such as price, intrusiveness, and reliability. A Google-Glass-based drowsiness detection system was developed and tested to explore the feasibility of using the sensors of wearable devices to detect drowsiness. Methods: The technology uses the accelerometer and proximity sensors of Google Glass to detect eye blinks, a commonly used indicator of drowsiness. Results: A simulated driving study showed that drowsy drivers differed significantly in the frequency of eye blinks compared to when they were attentive. A threshold algorithm for proximity sensor can reliably detect eye blinks, and proved the feasibility to use Google Glass to detect operator drowsiness. Applications: This technology can reduce drowsiness-related accidents in driving and aviation.
AkerstedtT.GillbergM. (1990). Subjective and objective sleepiness in the active individual. International Journal of Neuroscience, 52: 29-37.
2.
Bourgeois-BougrineS.CarbonP.GounelleC.MollardR.CoblentzA. (2003). Perceived fatigue for short-and long-haul flights: a survey of 739 airline pilots. Aviation, space, and environmental medicine, 74(10), 1072-1077.
3.
BrownI. D. (1994). Driver fatigue. Human Factors: The Journal of the Human Factors and Ergonomics Society, 36(2), 298-314.
4.
HeJ. (2013). Drowsiness detection and management. Journal of Ergonomics, 3, 118.
5.
HeJ.RobersonS.FieldsB.PengJ.CielochaS.ColteaJ. (2013). Fatigue detection using smartphones. Journal of Ergonomics, 3, 1-7.
6.
HeJ.ChoiW.McCarleyJ.S.ChaparroB.WangC. (2015). Texting while driving using Google Glass: Promising but not distraction-free. Accident Analysis & Prevention, 81,218-229.
7.
HeJ.McCarleyJ.S.KramerA.F. (2014). Lane keeping under cognitive distraction: Performance changes and mechanisms. Human Factors, 56(2), 414–426.
8.
HoddesE.ZarconeV.SmytheH.PhillipsR.DementW.C. (1973). Quantification of sleepiness: A new approach. Psychophysiology, 10: 431-436.
ItoiA.CilvetiR.VothM.DantzB.HydeP.GuptaA.DementW. C. (1993). Can drivers avoid falling asleep at the wheel. Washington, DC: AAA Foundation for Traffic Safety.
11.
JapaB.T.LalaS.FischerbP.BekiariscE. (2009). Using EEG spectral components to assess algorithms for detecting fatigue. Expert Systems with Applications, 36(2): 2352-2359.
12.
KongW.ZhouZ.ZhouL.DaiY.BorghiniG.BabiloniF. (2012). Estimation for driver fatigue with phase locking value. International Journal of Bioelectromagnetism, 14 (3):115-120.
13.
LyznickiJ. M.DoegeT. C.DavisR. M.WilliamsM. A. (1998). Sleepiness, driving, and motor vehicle crashes. Jama, 279(23), 1908-1913.
14.
NHTSA. (2005). Drowsy driver detection and warning system for commercial vehicle drivers: Field proportional test design, analysis, and progress. National Highway Traffic Safety Administration, Washington, DC. Available from http://www.nhtsa.dot.gov
15.
StrayerD. L.DrewsF. A.JohnstonW. A. (2003). Cell phone-induced failures of visual attention during simulated driving. Journal of experimental psychology: Applied, 9(1), 23.
16.
StrayerD.L.DrewsF.A.CrouchD.J.2006. A comparison of the cell phone driver and the drunk driver. Human Factors, 48, 381–391.
17.
ThiffaultP.BergeronJ. (2003). Monotony of road environment and driver fatigue: a simulator study. Accident Analysis & Prevention, 35(3), 381-391.
18.
TingP. H.HwangJ. R.DoongJ. L.JengM. C. (2008). Driver fatigue and highway driving: A simulator study. Physiology & Behavior, 94(3), 448-453.
19.
WangR.GuoL.TongB.JinL.(2004). Monitoring mouth movement for driver fatigue or distraction with one camera. Proceedings of the 7th International IEEE Conference on Intelligent Transportation Systems, 314-319.
20.
YinB.SunY. (2007). Yawning detection for monitoring driver fatigue. International Conference on Machine Learning and Cybernetics, 2, 664-668.
21.
YoumaranR.AdlerA. (2008). Using infrared illumination to improve eye & face tracking in low quality video images. 24th Biennial Symposium on Communication, Ottawa, ON.