Effect of Virtual Reality on Fear Emotion Base on EEG Signals Analysis

K. Guo, Junming Huang, Yicai Yang, Xiangmin Xu
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引用次数: 2

Abstract

Virtual Reality (VR), which becomes more and more common in daily life, can affect human's emotion with its special visual environment. VR has been a tool to study emotion in psychology. At the same time, the study of emotion requires an objective indicator to avoid subjective judgment. One of the methods is to measure the EEG of humans, which reflects the real situation of the brain. In order to study the effects of VR on fear emotion, we conducted EEG data collection based on the VR roller coaster scene to stimulate fear. However, there exists severe artifacts in EEG data especially when the tester is opening eyes, which blocks the correct analysis of EEG. In this paper, we propose a new artifacts removal algorithm, named WpdAI-ICA, which performs better than relevant methods. With the recovered EEG data, we compare and analyze it in time and frequency domains, and show how VR affect emotion.
基于脑电信号分析的虚拟现实对恐惧情绪的影响
虚拟现实技术在人们的日常生活中越来越普遍,它以其独特的视觉环境影响着人们的情感。VR已经成为心理学中研究情感的工具。同时,对情绪的研究需要一个客观的指标,避免主观的判断。其中一种方法是测量人类的脑电图,它反映了大脑的真实情况。为了研究VR对恐惧情绪的影响,我们基于VR过山车场景进行EEG数据采集,刺激恐惧。然而,EEG数据中存在严重的伪影,特别是在测试者睁眼时,影响了EEG的正确分析。在本文中,我们提出了一种新的伪影去除算法WpdAI-ICA,该算法的性能优于相关方法。通过对恢复的脑电数据进行时域和频域对比分析,揭示虚拟现实对情绪的影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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