collision warning design1 collision warning design to mitigate driver distraction (chi 2004) andrew...
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Collision Warning Design 1
Collision Warning DesignTo Mitigate Driver Distraction
(CHI 2004)
Andrew Muller &
Eugene Khokhlov
Collision Warning Design 2
University of Iowa
• John D. Lee Ph.D.
• Elizabeth Hayes Daimler Chrysler (Chewbacca)
• Joshua D. HoffmanGrad Student
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To The Point:
• The Problem: Too many distractions while driving a car
• The Need: Collision warning system
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Background Information
• In-vehicle Information Systems (IVIS) are now feasible because:• Technology Advances• Societal Trends
• IVIS Functionality• Response Types• Critical Factors for IVIS
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Alert Strategies
• Warning Strategies• Graded• Single Staged
• Sensor Modality Presentation• Haptic (touch)• Auditory
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Experiment Goals
• Experiment 1• Examine how driver response depends on
graded and single stage warnings• Examine how driver response depends on
modality (haptic vs. auditory) of the warning
• Experiment 2• Examine how these warning strategies and
modalities affect driver preference
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Experiment 1 Method
• A mixed between/within-subject experimental design
• 3, 15-minute driving scenarios• 21 braking events (7x3)=21• 3 levels of severity• Speech-based email system to
distract the driver
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Participants
• 40 individuals• 20 female, 20 male
• Ages of 25 and 55 (licensed)• Unaware of the nature of the
research• Paid $20 each
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Apparatus
• Fixed-based, medium-fidelity driving simulator• 1992 Mercury Sable• 50-degree visual field of view• 640x480 screen• Visual collision warning icon• Needed elements for auditory and
haptic alerts
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Experimental Design and Independent Variables
• Mixed between-within subject design
• Between subject variables• Warning modality• Warning strategy
• Within subject variables• Severity of lead vehicle breaking• If response was require
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Dependent Variables
• Safety benefit• Number of collisions• Adjusted minimum time to collision
(AMTTC)
• Driver response process (response followed by assessment or assessment followed by response)
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Procedure
• Operation instruction• Introductory drive (5 min)• 3 main drives (15 min/each)
• 7 braking events per drive @ 55mph• 1/7 was severe, always at end• Complete auditory email task
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Results
• 741 data points total• Repeated-measures ANOVA was
used to analyze the data using two-tailed hypothesis tests
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Results – Severity of braking events and driver response
• Drivers responded to braking events in a systematic and realistic manner• AMTTC reflected braking severity• Severity of lead vehicle braking affected
drivers’ braking response• Severity of braking affected mean
deceleration
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Results – Interface characteristics and safety benefit (collisions)• 40 potential collisions• 10 collisions occurred
• 7 in single-stage and 3 in graded• X2(1)= 2.13, p=0.144
• 5 in auditory and 5 in haptic
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Results – Interface characteristics and safety benefit (AMTTC)• Slight benefit for graded compared
to single-stage• F(1,36)=8.74, p=0.0055• Graded substantially better in severe
braking events
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Experiment 2 Method
• A within-subject experimental design
• 4, 10-minute scenarios• 24 braking events• 3 levels of severity• 2/3 of events required no driver
response
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Participants
• 20 individuals• 11 females, 9 males (licensed)• Between the ages of 25 and 55
• Unaware of the nature of the research
• Paid $20 each
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Apparatus & Independent variables and experimental design
• Same as in experiment 1
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Dependent variables
• Driver attitudes were measured with a series of subjective rating scales after each drive
• After completion of all trials, they comparatively ranked the systems
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Procedure
• Operation instruction• Introductory drive (5 min)• 4 main drives (10 min/each)
• 6 braking events per drive• Each scenario had an equal number
of event severity
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Results
• Rank the warning modalities in order from 1 to 4 based on preference• Violation of assumption of a repeated
measures ANOVA• Applied Friedman’s non-parametric analysis• Only when Friedman’s showed a significant
difference between conditions was a post-hoc multiple comparison performed using Fisher’s least significant difference method
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Conclusions
• Graded warning provided a greater safety margin
• Graded warning induced fewer inappropriate responses to the nuisance alarms
• Graded warning was more trusted• Warning modality had little effect on
performance in severe braking events• Haptic warnings were preferred on several
dimensions to auditory
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Questions
• In table 2, graded haptic beats single-stage haptic in everything except overall preference, what can account for this?
• Does the data on table 2 match what you would have expected?
• Graded is preferred for a one hour experiment, how about 5-10 years on daily basis?