The Effects of Valence on Driving

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Presentation transcript:

The Effects of Valence on Driving MSc. Candidate: Caroll Lau Supervised by: Dr. Lana Trick Drive lab

Emotions & Driving

What is Emotion? Arousal Valence Intensity of the Stimulus Polarity of the Stimulus

Valence and Attention Positive Valence Negative Valence Broaden & Build Model Narrow Attentional Focus

How does Positive and Negative Valence affect Driving Performance? Research Question How does Positive and Negative Valence affect Driving Performance?

Attention & Driving

Hypothesis I Hazard Response Times Positive-Valence will provide faster responses for Peripheral Hazards

Wicken’s Theory of Attention: Hazard Detection and Steering Focal Attention: Hazard Detection Ambient Attention: Steering Focal Attention: Hazard Detection Object recognition and visual search Ambient Attention: Steering Controlling position in space

Hypothesis II Steering Performance Positive-Valence will improve Steering Performance

Current Driving Research: Confounding Valence & Arousal Positive Music Arousal (tempo) Negative Music Arousal (tempo)

Emotion Objective Valence Arousal Polarity of Stimulus Intensity of Stimulus

Music Stimuli Long term Non-distraction Major & Minor Keys Music Tempo Create Positive and Negative Mood Music tempo influences arousal level (higher arousal with faster tempo) Music stimuli (instrumental classical)

Strengthening Valence Manipulation Major & Happy Events Minor & Sad Events

Driving Experiment: “The Effects of Valence on Driving”

Research Question How does Positive and Negative Valence affect Driving Performance while controlling arousal?

Method N = 60 Eligibility: Pass Pre-screening G2 or better license N = 60, students from University of Guelph Eligibility: Must pass Simulator Adaptation Pre-screening Possess G2 or better / equivalent license

Powerful Manipulation of Valence Music & Mood Induction Condition (Between Group) Positive Negative Neutral Major Music & Happy Event Minor Music & Sad Event No Music Control Group

Road Simulations: Peripheral Hazards

Road Simulations: Central Hazards

Road Simulations 1 hour long drive Straight drive Hazards at random intervals 1 hour long drive 4 roads of ~15 minutes long Straight drive with no turns / swerves Hazards occur at random intervals

Variables Independent Variables Music Hazard Type Dependent Variables Response Time Steering Variability Independent Variables Music - Valence Hazard Type Dependent Variables Hazard Response Time SDLP (Steering Variability)

Pre – Post Self-Report Questionnaires Valence & Arousal Music Elements Driving History / Experience Valence & Arousal Slide Bar from a scale of 1 – 100 Music Elements Familiarity Enjoyment Distraction Driving History / Experience

Results: Manipulation Check

Post Valence Expected Results Actual Results ** ** p < 0.01

Post Arousal Expected Results Actual Results

Results: Driving Data

Hypothesis I Hazard Response Times Expected Results Actual Results * Significant interaction with Hazard Type & Music such that Individuals in the Positive Valence group responded faster to central hazards but not peripheral While individuals in the negative valence group responded to both central and peripheral hazards equally This is quite odd given that the observations here are actually the opposite of what I was expecting Also as it appears, despite the possibility the negative affect produced by the minor music group, individuals in this group responded to both peripheral and central hazards similarly. * p < 0.05

Hypothesis II Steering performance Expected Results Actual Results

Summary of Results Manipulations Worked Controlling arousal: Hazard Response Time – NOT EXPECTED Steering Performance – NOT MET Results show that although there was a significant interaction between valence condition and hazard type, it was unexpected. The positive valence showed significantly faster response times for CENTRAL hazards as opposed to the peripheral hazard as hypothesized. This may be due to the fact that arousal was controlled for and therefore eliminated that broadening of attention behaviour. IN ADDITION, it may also mean that valence and arousal affect different aspects of attention differently as previously mentioned there are different types of attention while driving. ** BECAUSE arousal is eliminated from the equation, we don’t see the effect of broadening attention that other studies have seen such as the Broaden and Build Model due to confounding valence with arousal

Limitations Road Simulations are straight Self-Report Questionnaires Road Simulations are completely straight Less opportunity for participants to actually steer (not much steering going on) and this may have contributed to the lack of significant differences between groups for steering variability Self-Report Questionnaires Reports of Valence and Arousal is very subjective. Perhaps in the future we can use more objective measures in obtaining valence & arousal data (e.g., EEG, Heart Rate etc.)

Discussion Confounding Valence & Arousal = complicating effects Broaden & Build Model underestimates Arousal Road Safety & Research Confounding Valence with Arousal can create complicating effects Ability to detect hazards is dependent on both Valence and Arousal Broaden & Build Model underestimates effect of Arousal on expansion of Peripheral Field of Vision Currently, the focus is on positive valence alone when it’s possible that it’s both positive valence + arousal OR perhaps it’s just an effect of arousal? Upon looking at actual arousal reportings and then grouping participants up based on their arousal scores, the expected results were found Important for Road Safety & Research Determines how effectively and how quickly a driver can respond to hazards on the road A lot of research has worked on Arousal + Driving with little focus on Valence Both Arousal and Valence has influences Hazard Detection Better understanding on how emotions influence driving performance Take this information to create the most ideal driver behaviour emotional state to maximize performance and reduce # of collisions related to inattention

Acknowledgements Tricksters Dr. Lana Trick Ryan Toxopeus Lyon Smith Research Interns Lindsay Haas, Breanne Larson, Brittany Cohen, Adrienne Van Aaken, Olivia Maan, Megan Kelly, & Aleece Katan

Questions? MSc. Candidate: Caroll Lau Supervised by: Dr. Lana Trick DRiVE Lab