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EEG based stress analysis using rhythm specific spectral feature for video game play.
Shidhartho Roy1, Monira Islam1, Md Salah Uddin Yusuf1
1Department of Electrical and Electronic Engineering, Khulna University of Engineering & Technology, Khulna 9203, Bangladesh.
Video gameplay can cause mental stress, especially in non-gamers playing strategic games. Low-pitch music effectively reduces this stress, returning brain activity to baseline levels.
Area of Science:
- Neuroscience and Cognitive Science
- Human-Computer Interaction
- Psychology
Background:
- Mental stress from video gameplay is a growing concern, exacerbated by increased gaming during the COVID-19 pandemic.
- Existing research often focuses on physical stress symptoms or EEG analysis without addressing post-gameplay relaxation.
- There's a need for coordinated studies to understand gameplay stress and inform game design and public awareness.
Purpose of the Study:
- To present an end-to-end stress analysis for video gaming stimuli using Electroencephalogram (EEG).
- To quantify mental stress using the Beta-to-Alpha ratio (BAR) derived from EEG data.
- To investigate effective relaxation methods post-gaming and model stress/relaxation curves.
Main Methods:
- EEG was recorded from subjects varying in gender, gaming experience, age, and BMI.
- The Beta-to-Alpha ratio (BAR) was computed from Alpha and Beta band power spectral density.
- Stress was induced by strategic, puzzle, and combinational gameplay, followed by relaxation using music of various pitches. Regression analysis and brain topography were employed.
Main Results:
- Non-gamers exhibited higher BAR (2.403) than gamers (2.218) after 1 hour of strategic gameplay.
- Listening to low-pitch music for 12 minutes reduced gamers' BAR to near baseline (0.709).
- Quartic regression demonstrated better performance than the 4PL symmetrical sigmoid function for modeling relaxation curves.
Conclusions:
- Non-gamers experience more stress than gamers, and strategic games induce higher mental stress.
- Low-pitch music is an effective relaxation medium, significantly reducing stress levels.
- Quartic regression provided a better fit for modeling the relaxation curve compared to the 4PL function.
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