A computational model of emotion based on audio‐visual stimuli understanding and personalized regulation with concurrency

Abstract

The target of Emotion modeling is to establish an system that can perceive, recognize, and express emotions with concurrency which humanity have by proper mathematical models. A big challenge in Emotion modeling is to establish the complex personal system of an intelligent agent or machine in a quasi‐physical and quasi‐sociological way, so that it rationally responds to emotions and behaviors by different internal and external stimuli with concurrency. For this purpose, an emotion classification model is presented for the audio‐visual external stimuli based on an improved long short‐term memory network. Then, based on Gross's emotional regulation theory, a hidden Markov model is constructed to imitate the process framework of human emotional cognition and personalized emotional regulation and expression, so as to realize the machine's intuitive and reasonable response to stimuli with concurrency. In this article, a framework of machine personalized artificial emotion simulation is preliminarily constructed, which provides a new model for human–computer interaction, in order to provide a reference solution for machine emotion understanding and expression.

Augmented Physics-Informed Neural Networks and Seahorse Optimization Algorithm for Music Scene Simulation and Emotion Regulation in Virtual Reality Technology

“…Researchers have identified significant variations in physiological measures during music listening, including elements such as melody, rhythm, and continuity [15]. This aligns with Kim and André's findings and is corroborated by other research highlighting music's impact on ANS reactions [16].Notably, certain studies have delved into clinical and therapeutic contexts, uncovering the influence of music on ANS responses [17]. For instance, research has shown that music can trigger ANS reactions such as vascular constriction, heart rate fluctuations, muscle tension, and changes in skin temperature (SKT), even when subjects report reduced anxiety and increased relaxation [18].…”