首页> 外文会议>2018 IEEE Conference on Virtual Reality and 3D User Interfaces >Using EEG to Decode Subjective Levels of Emotional Arousal During an Immersive VR Roller Coaster Ride
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Using EEG to Decode Subjective Levels of Emotional Arousal During an Immersive VR Roller Coaster Ride

机译:在沉浸式VR过山车骑行中使用EEG解码情感唤醒的主观水平

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Emotional arousal is a key component of a user's experience in immersive virtual reality (VR). Subjective and highly dynamic in nature, emotional arousal involves the whole body and particularly the brain. However, it has been difficult to relate subjective emotional arousal to an objective, neurophysiological marker - especially in naturalistic settings. We tested the association between continuously changing states of emotional arousal and oscillatory power in the brain during a VR roller coaster experience. We used novel spatial filtering approaches to predict self-reported emotional arousal from the electroencephalogram (EEG) signal of 38 participants. Periods of high vs. low emotional arousal could be classified with accuracies significantly above chance level. Our results are consistent with prior findings regarding emotional arousal in less naturalistic settings. We demonstrate a new approach to decode states of subjective emotional arousal from continuous EEG data in an immersive VR experience.
机译:情感唤醒是沉浸式虚拟现实(VR)中用户体验的关键组成部分。情绪唤醒本质上是主观的且高度动态的,它涉及到整个身体,尤其是大脑。但是,很难将主观情绪唤醒与客观的神经生理学标记联系起来,尤其是在自然环境中。我们在VR过山车体验中测试了大脑中情绪唤醒状态不断变化和振动能力之间的关联。我们使用了新颖的空间过滤方法,根据38名参与者的脑电图(EEG)信号来预测自我报告的情绪唤起。情绪唤起期的高低可分为几率远高于机会水平。我们的结果与先前在较少自然主义环境中有关情绪唤起的发现一致。我们演示了一种新方法,可从沉浸式VR体验中从连续的EEG数据解码主观情绪唤醒的状态。

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