quantitative measurements of...
TRANSCRIPT
Quantitative measurements
of sleepiness
Väsymyksen kvantitatiiviset
mittausmenetelmät
Pia Forsman, PhD
Department of Physics
University of Helsinki
Week LECTURE, Pia, D104
Tue, 12:15-14:00
LECTURE, Pia, D104
Wed, 14:15-16:00
EXERCISE, Aino, D104
Wed, 16:15-18:00
3 13.1
Safety, health
14.1
Sleep: why, how
4 20.1
Factors in sleepiness
21.1
Factors in sleepiness
(cont)
21.1
PVT
5 27.1
Subjective tests
Performance testing
28.1
Performance testing
(cont)
28.1
WiiFit
6 3.2
Physiologic testing
4.2
Physiologic testing
(cont)
4.2
HRV
7 10.2
Driving performance
11.2
Recap
11.2
VOG
8 18.2
EEG
PASS = 10 lectures + 4 exercises = 5 CREDITS
http://electronics.physics.helsinki.fi/teaching/quantitative-
measurements-of-sleepiness-spring-2015/
• PROTOCOLS!!!
• Ethical permits, anyone?
• Excessive daytime sleepiness
• Sleep logs, actigraphy
Subjective tests
• Objective tests
• performance (fitness for duty)
• physiologic (online operator
monitoring)
• embedded performance
monitoring
•Gold standards vs reality?
Measurements
Physiologic tests
Online operator monitoring
• (Observer Rated Drowsiness (ORD))
• Electro Oculography (EOG)
• Infrared Reflectance Oculography (IROG)
• Video Oculography (VOG)
Physiologic tests
Observer Rated Drowsiness, ORD (1/3)
Wiegand et al National Surface Transportation Safety Center for Excellence, Blacksburg/VA, 2009
https://www.youtube.com/watch?v
=TwWAKPlLnWc
Physiologic tests
Observer Rated Drowsiness, ORD (2/3)
Pylkkönen et al Sleepiness and stress among long-haul truck drivers, Finnish Institute of Occupational Health 2013
32 drivers: 31 non-night shifts, 28 night shifts
Significant (p<0.01) correlations are
bolded
9:15-11:40
12:30-14:55
15:30-17:55
18:30-20:55
23:30-01:55
2:30-04:55
Physiologic tests
Observer Rated Drowsiness, ORD (3/3)
Anund et al PLoS ONE 2013;8(5):e64782
Physiologic tests
Infrared Reflectance Oculography, IROG (1/3)
Johns et al. Somnologie 2007;11:234-242
www.wearvigo.com
Price: $119
Price: $4000 (?)
$30000 (f=500Hz)
http://www.abc.net.au/catalyst/stories/3280461.htm
Physiologic tests
Infrared Reflectance Oculography, IROG (2/3)
Johns Alertness monitor US 7616125 B2, US 7791491 B2
http://www.optalert.com/jds-vs-bac
Stephan et al Monash University, Accident Research Centre, 2006; No. 252.
Physiologic tests
Infrared Reflectance Oculography, IROG (3/3)
Anderson et al Clin Sleep Med 2013;9(9):907-920
Ahlström et al Detecting sleepiness by Optalert: final report 2010
Individual correlation coefficients ,
percentage of individuals with sig-
nificant correlations
▼ p < 0.05 (hourly bins compared to average of first 16 h)
“…only 4 of 12 participants received warnings triggered based on JDS ...
… 1 participant fell asleep and drove into the ditch with JDS = 3…”
Percent Eye Closure,
(PERCLOS)
Physiologic tests
Video Oculography, VOG, Eye tracking (1/3)
VueMate
(https://www.youtube.com/watch?v=Etm5zWrlLCs)
EyeCom
(https://www.youtube.com/watch?v=NFgO9mHfysc)
Price: 40 k€
(60 Hz)
Price: 22 k€
(120 Hz, buy one, rent one)
Physiologic tests
Video Oculography, VOG, Eye tracking (2/3)
García et al Intelligent Vehicles Symposium Alcalá de Henares, Spain, June 3-7, 2012
Sens 80%
Spec 92%
Physiologic tests
Video Oculography, VOG, Eye tracking (3/3)
Chua et al Physiol Rep 2014;2(8):e12129
Anund et al PLoS ONE 2013;8(5):e64782
9:15-11:40
12:30-14:55
15:30-17:55
18:30-20:55
23:30-01:55
2:30-04:55
Physiologic tests
Electro Oculography, EOG (1/3)
http://en.wikipedia.org/wiki/Electrooculography
https://www.youtube.com/watch?v=qP4pqQWnIZY
Physiologic tests
Electro Oculography, EOG (2/3)
Ishimaru et al UBICOMP 14 ADJUNCT, September 13 - 17, 2014, Seattle, WA, USA
Raw EOG signal (vertical), while
user blinks seven times.
Raw EOG signal (horizontal),
while user reads.
Price: 3755 €
http://developers.jins.com/en/
Physiologic tests
Electro Oculography, EOG (3/3)
During extended wakefulness,
subjects blink less frequently.
Chua et al Physiol Rep 2014;2(8):e12129,
Hallvig et al Biological Psychology 2014;101:18–23
Between subject differences are stable
across sleep deprivation exposures.
First experiment
Second experiment
Blink Duration and Karolinska Sleepiness Scale plotted
across time of driving for daytime and night time driving.
Daytime driving
Night time driving
Time (min) Time (min)