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Collision Warning Design To Mitigate Driver Distraction (CHI 2004)

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6 braking events per drive. Each scenario had an equal number of event severity ... In table 2, graded haptic beats single-stage haptic in everything except overall ... – PowerPoint PPT presentation

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Title: Collision Warning Design To Mitigate Driver Distraction (CHI 2004)


1
Collision Warning DesignTo Mitigate Driver
Distraction (CHI 2004)
  • Andrew Muller
  • Eugene Khokhlov

2
University of Iowa
  • Elizabeth
  • Hayes
  • Daimler Chrysler
  • (Chewbacca)
  • Joshua
  • D. Hoffman
  • Grad Student
  • John D. Lee
  • Ph.D.

3
To The Point
  • The Problem Too many distractions while driving
    a car
  • The Need Collision warning system

4
Background Information
  • In-vehicle Information Systems (IVIS) are now
    feasible because
  • Technology Advances
  • Societal Trends
  • IVIS Functionality
  • Response Types
  • Critical Factors for IVIS

5
Alert Strategies
  • Warning Strategies
  • Graded
  • Single Staged
  • Sensor Modality Presentation
  • Haptic (touch)
  • Auditory

6
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

7
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

8
Participants
  • 40 individuals
  • 20 female, 20 male
  • Ages of 25 and 55 (licensed)
  • Unaware of the nature of the research
  • Paid 20 each

9
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

10
DriveSafety (Hyperion)
11
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

12
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)

13
Procedure
  • Operation instruction
  • Introductory drive (5 min)
  • 3 main drives (15 min/each)
  • 7 braking events per drive
  • _at_ 55mph
  • 1/7 was severe, always at end
  • Complete auditory email task

14
Results
  • 741 data points total
  • Repeated-measures ANOVA was used to analyze the
    data using two-tailed hypothesis tests

15
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

16
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, p0.144
  • 5 in auditory and 5 in haptic

17
Results Interface characteristics and safety
benefit (AMTTC)
  • Slight benefit for graded compared to
    single-stage
  • F(1,36)8.74, p0.0055
  • Graded substantially better in severe braking
    events

18
AMTTC
19
Response to nuisance alarm braking events
20
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

21
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

22
Apparatus Independent variables and
experimental design
  • Same as in experiment 1

23
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

24
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

25
Results
  • Rank the warning modalities in order from 1 to 4
    based on preference
  • Violation of assumption of a repeated measures
    ANOVA
  • Applied Friedmans non-parametric analysis
  • Only when Friedmans showed a significant
    difference between conditions was a post-hoc
    multiple comparison performed using Fishers
    least significant difference method

26
(No Transcript)
27
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

28
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?

29
Questions
  • Haptic is preferred over auditory in this study,
    is this a property of auditory or a property of
    the time span of the test, or some other factor?
  • Why express haptic through a seat and not a gas
    pedal as in previous studies?
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