The Proceedings of Design & Systems Conference
Online ISSN : 2424-3078
2022.32
Session ID : 2402
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Mathematical Modeling of emotion dimension using free energy
*Tomohisa USUDAHideyoshi YANAGISAWA
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Abstract

Appropriate levels of arousal potential evoke hedonic responses. Yanagisawa, the second author, previously proposed a mathematical model of emotional arousal caused by novelty, uncertainty, and complexity using information-theoretic free energy. In this study, we formulate the information processing flow in the brain based on the dynamics of free energy to represent both emotional arousal and pleasure caused by the reduction of free energy. We hypothesized that free-energy reduction is proportional to a positive emotion such as pleasure and that the state of free energy meaning arousal potential forms an inverse U-shaped function of the valence. We verified proposing model prediction using the experimental data given by a previous study of musical pleasure. By using a statistical learning model of music, we calculated the free energy of perceiving the progression of harmonies as sensory stimuli. The results partially reflect our hypotheses and revealed the two: displeasure due to large arousal potential and pleasure due to large free-energy reduction.

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© 2022 The Japan Society of Mechanical Engineers
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