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Published byLance Laning Modified over 9 years ago
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Björn Peters, VTI Active Attention A driving simulator experiment
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Björn Peters, VTI Active Attention Objective Evaluation of an method to detect driver fatigue impairment based on analysis of the driver’s micro control
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Björn Peters, VTI Active Attention Method 10 shift workers ( 5 male, 5 female ) 2 hours drive, two occasions (morning) – after a night’s work – after a normal sleep Rural road, oncoming cars Double blind test – Data in 5 minute blocks, random order, missing data replaced – equal number of sections for all subjects
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Björn Peters, VTI Active Attention Subjects Mean age 37 years Mean license age 16.4 years Mean annual driving distance 9500 km 4 had near accident experiences Most shift workers for 5 - 9 years
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Björn Peters, VTI Active Attention Measures Driving behaviourPhysiology – speed - EOG ( duration, freq.) – lateral position – TLC KSS ratings – steering wheel angle - driver (5 min) – lateral acceleration - test leader (5 min) – steering wheel torque Questionnaires - pre and post
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Björn Peters, VTI Active Attention Road – vehicle geometry
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Björn Peters, VTI Active Attention Analysis approach Comparing AA results to KSS driver ratings – correlation – multiple regression Reference – Driver’s lateral and longitudinal control – Blink duration (< 0.5 s) and frequency – Test leader KSS ratings
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Björn Peters, VTI Active Attention KSS Driver Ratings
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Björn Peters, VTI Active Attention KSS Driver and Test Leader
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Björn Peters, VTI Active Attention Results - driving behaviour 4 drivers were not able to complete fatigued driving condition 11 “accidents” – 4 wheels off the road – 10 “fatigued”, 1 “alert” – 10 at KSS level 9, 1 at KSS level 8
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Björn Peters, VTI Active Attention Correlations – all drivers KSS – Driving behaviour
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Björn Peters, VTI Active Attention Correlations per driver KSS – Driving behaviour
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Björn Peters, VTI Active Attention Regression Analysis Driver 1
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Björn Peters, VTI Active Attention Correlations – all drivers KSS to AA0 -5
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Björn Peters, VTI Active Attention Correlations per driver KSS to AA0 -5
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Björn Peters, VTI Active Attention Driver 1
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Björn Peters, VTI Active Attention Driver 3 Stopped driving
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Björn Peters, VTI Active Attention Driver 8
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Björn Peters, VTI Active Attention Driver 1 block 3
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Björn Peters, VTI Active Attention Driver 1 – block 36
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Björn Peters, VTI Active Attention Steering angle Driver 1
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Björn Peters, VTI Active Attention Road departures 4 wheels off the road
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Björn Peters, VTI Active Attention Subject 3 – block 34
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Björn Peters, VTI Active Attention Subject 3 – block 35
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