• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

从沉浸式虚拟现实体验中的 EEG 解码主观情绪唤醒。

Decoding subjective emotional arousal from EEG during an immersive virtual reality experience.

机构信息

Department of Neurology, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany.

Humboldt-Universität zu Berlin, Faculty of Philosophy, Berlin School of Mind and Brain, Berlin, Germany.

出版信息

Elife. 2021 Oct 28;10:e64812. doi: 10.7554/eLife.64812.

DOI:10.7554/eLife.64812
PMID:34708689
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC8673835/
Abstract

Immersive virtual reality (VR) enables naturalistic neuroscientific studies while maintaining experimental control, but dynamic and interactive stimuli pose methodological challenges. We here probed the link between emotional arousal, a fundamental property of affective experience, and parieto-occipital alpha power under naturalistic stimulation: 37 young healthy adults completed an immersive VR experience, which included rollercoaster rides, while their EEG was recorded. They then continuously rated their subjective emotional arousal while viewing a replay of their experience. The association between emotional arousal and parieto-occipital alpha power was tested and confirmed by (1) decomposing the continuous EEG signal while maximizing the comodulation between alpha power and arousal ratings and by (2) decoding periods of high and low arousal with discriminative common spatial patterns and a long short-term memory recurrent neural network. We successfully combine EEG and a naturalistic immersive VR experience to extend previous findings on the neurophysiology of emotional arousal towards real-world neuroscience.

摘要

沉浸式虚拟现实 (VR) 能够在保持实验控制的同时进行自然主义的神经科学研究,但动态和交互的刺激带来了方法学上的挑战。我们在这里探讨了情感唤醒(情感体验的基本属性)与自然刺激下顶枕部 alpha 功率之间的联系:37 名年轻健康的成年人在完成一次沉浸式 VR 体验,其中包括过山车骑行的同时,记录他们的 EEG。然后,他们在观看体验重播的同时连续对自己的主观情感唤醒进行评分。通过(1)在最大程度地增加 alpha 功率和唤醒评分之间的共调制的情况下分解连续 EEG 信号,以及(2)使用判别式公共空间模式和长短时记忆递归神经网络对高唤醒和低唤醒的时间段进行解码,我们验证了情感唤醒和顶枕部 alpha 功率之间的关联。我们成功地将 EEG 与自然主义的沉浸式 VR 体验相结合,将情感唤醒的神经生理学研究扩展到了真实世界的神经科学领域。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/562d/8673835/6e90e0355b55/elife-64812-sa2-fig4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/562d/8673835/5dec46a2c41f/elife-64812-fig1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/562d/8673835/1186f4796ca6/elife-64812-fig2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/562d/8673835/862157afada5/elife-64812-fig3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/562d/8673835/aa53b33a4816/elife-64812-fig4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/562d/8673835/4585f6c07c57/elife-64812-fig5.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/562d/8673835/110d65d0f09b/elife-64812-fig5-figsupp1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/562d/8673835/9cf62575102b/elife-64812-fig6.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/562d/8673835/a52b714fc248/elife-64812-fig6-figsupp1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/562d/8673835/b52c5b3426e5/elife-64812-fig7.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/562d/8673835/55e2a3322499/elife-64812-fig8.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/562d/8673835/55e1a643c41a/elife-64812-fig9.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/562d/8673835/bafdd45db9ec/elife-64812-fig10.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/562d/8673835/6f1e4c409e40/elife-64812-sa2-fig1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/562d/8673835/1fdb453ee45a/elife-64812-sa2-fig2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/562d/8673835/d5824e03b485/elife-64812-sa2-fig3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/562d/8673835/6e90e0355b55/elife-64812-sa2-fig4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/562d/8673835/5dec46a2c41f/elife-64812-fig1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/562d/8673835/1186f4796ca6/elife-64812-fig2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/562d/8673835/862157afada5/elife-64812-fig3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/562d/8673835/aa53b33a4816/elife-64812-fig4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/562d/8673835/4585f6c07c57/elife-64812-fig5.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/562d/8673835/110d65d0f09b/elife-64812-fig5-figsupp1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/562d/8673835/9cf62575102b/elife-64812-fig6.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/562d/8673835/a52b714fc248/elife-64812-fig6-figsupp1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/562d/8673835/b52c5b3426e5/elife-64812-fig7.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/562d/8673835/55e2a3322499/elife-64812-fig8.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/562d/8673835/55e1a643c41a/elife-64812-fig9.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/562d/8673835/bafdd45db9ec/elife-64812-fig10.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/562d/8673835/6f1e4c409e40/elife-64812-sa2-fig1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/562d/8673835/1fdb453ee45a/elife-64812-sa2-fig2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/562d/8673835/d5824e03b485/elife-64812-sa2-fig3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/562d/8673835/6e90e0355b55/elife-64812-sa2-fig4.jpg

相似文献

1
Decoding subjective emotional arousal from EEG during an immersive virtual reality experience.从沉浸式虚拟现实体验中的 EEG 解码主观情绪唤醒。
Elife. 2021 Oct 28;10:e64812. doi: 10.7554/eLife.64812.
2
Linking brain-heart interactions to emotional arousal in immersive virtual reality.将大脑-心脏相互作用与沉浸式虚拟现实中的情绪唤醒联系起来。
Psychophysiology. 2024 Dec;61(12):e14696. doi: 10.1111/psyp.14696. Epub 2024 Oct 14.
3
Heart rate variability analysis for the assessment of immersive emotional arousal using virtual reality: Comparing real and virtual scenarios.心率变异性分析在虚拟现实中评估沉浸式情绪唤醒的应用:真实与虚拟场景的比较。
PLoS One. 2021 Jul 1;16(7):e0254098. doi: 10.1371/journal.pone.0254098. eCollection 2021.
4
[Electrophysiological characteristics of emotion arousal difference between stereoscopic and non-stereoscopic virtual reality films].[立体与非立体虚拟现实影片情感唤起差异的电生理特征]
Sheng Wu Yi Xue Gong Cheng Xue Za Zhi. 2022 Feb 25;39(1):56-66. doi: 10.7507/1001-5515.202101010.
5
An Immersive and Interactive VR Dataset to Elicit Emotions.沉浸式和交互式 VR 数据集,以引发情感。
IEEE Trans Vis Comput Graph. 2024 Nov;30(11):7343-7353. doi: 10.1109/TVCG.2024.3456202. Epub 2024 Oct 10.
6
The Effects of Viewing an Uplifting 360-Degree Video on Emotional Well-Being Among Elderly Adults and College Students Under Immersive Virtual Reality and Smartphone Conditions.沉浸式虚拟现实和智能手机条件下观看提升 360 度视频对老年人和大学生情绪幸福感的影响。
Cyberpsychol Behav Soc Netw. 2020 Mar;23(3):157-164. doi: 10.1089/cyber.2019.0273. Epub 2019 Nov 2.
7
Affective computing in virtual reality: emotion recognition from brain and heartbeat dynamics using wearable sensors.虚拟现实中的情感计算:使用可穿戴传感器从大脑和心跳动力学中识别情感。
Sci Rep. 2018 Sep 12;8(1):13657. doi: 10.1038/s41598-018-32063-4.
8
Real vs. immersive-virtual emotional experience: Analysis of psycho-physiological patterns in a free exploration of an art museum.真实与沉浸式虚拟情感体验:在艺术博物馆自由探索中分析心理生理模式。
PLoS One. 2019 Oct 15;14(10):e0223881. doi: 10.1371/journal.pone.0223881. eCollection 2019.
9
Neurophysiological and Subjective Analysis of VR Emotion Induction Paradigm.虚拟现实情感诱导范式的神经生理学和主观分析。
IEEE Trans Vis Comput Graph. 2022 Nov;28(11):3832-3842. doi: 10.1109/TVCG.2022.3203099. Epub 2022 Oct 21.
10
Walk the plank! Using mobile electroencephalography to investigate emotional lateralization of immersive fear in virtual reality.走过跳板!使用移动脑电图来研究虚拟现实中沉浸式恐惧的情绪偏侧化。
R Soc Open Sci. 2023 May 31;10(5):221239. doi: 10.1098/rsos.221239. eCollection 2023 May.

引用本文的文献

1
Inhibition of thalamic relay nuclei scales the aperiodic and alpha band oscillations associated with arousal during naturalistic stimulus viewing.抑制丘脑中继核可调节在自然主义刺激观看期间与觉醒相关的非周期性和α波段振荡。
Imaging Neurosci (Camb). 2025 Jan 23;3. doi: 10.1162/imag_a_00451. eCollection 2025.
2
A neurofunctional signature of affective arousal generalizes across valence domains and distinguishes subjective experience from autonomic reactivity.情感唤起的神经功能特征在效价域间具有普遍性,并能将主观体验与自主反应区分开来。
Nat Commun. 2025 Jul 14;16(1):6492. doi: 10.1038/s41467-025-61706-0.
3
Modeling Emotional Arousal With Turbulence Measured by EEG.

本文引用的文献

1
Narrowband multivariate source separation for semi-blind discovery of experiment contrasts.窄带多元源分离用于实验对比的半盲发现。
J Neurosci Methods. 2021 Feb 15;350:109063. doi: 10.1016/j.jneumeth.2020.109063. Epub 2020 Dec 25.
2
Oscillatory brain activity and maintenance of verbal and visual working memory: A systematic review.脑振荡活动与言语和视觉工作记忆的维持:系统综述。
Psychophysiology. 2022 May;59(5):e13735. doi: 10.1111/psyp.13735. Epub 2020 Dec 5.
3
Parameterizing neural power spectra into periodic and aperiodic components.
利用脑电图测量的湍流对情绪唤醒进行建模。
Psychophysiology. 2025 Jun;62(6):e70093. doi: 10.1111/psyp.70093.
4
Assessing Brain Network Dynamics During Postural Control Task Using EEG Microstates.使用脑电图微状态评估姿势控制任务期间的脑网络动力学。
Brain Topogr. 2025 Jun 3;38(4):47. doi: 10.1007/s10548-025-01119-w.
5
Domain-generalized Deep Learning for Improved Subject-independent Emotion Recognition Based on Electroencephalography.基于脑电图的领域泛化深度学习用于改进独立于个体的情绪识别
Exp Neurobiol. 2025 Jun 30;34(3):119-130. doi: 10.5607/en25011. Epub 2025 May 14.
6
Virtual reality-enabled high-performance emotion estimation with the most significant channel pairs.通过最重要的通道对实现虚拟现实支持的高性能情绪估计。
Heliyon. 2024 Oct 9;10(20):e38681. doi: 10.1016/j.heliyon.2024.e38681. eCollection 2024 Oct 30.
7
Linking brain-heart interactions to emotional arousal in immersive virtual reality.将大脑-心脏相互作用与沉浸式虚拟现实中的情绪唤醒联系起来。
Psychophysiology. 2024 Dec;61(12):e14696. doi: 10.1111/psyp.14696. Epub 2024 Oct 14.
8
Does Body Memory Exist? A Review of Models, Approaches and Recent Findings Useful for Neurorehabilitation.身体记忆是否存在?对神经康复有用的模型、方法及最新研究结果综述
Brain Sci. 2024 May 25;14(6):542. doi: 10.3390/brainsci14060542.
9
Cortical processes of multisensory plausibility modulation of vibrotactile perception in virtual environments in middled-aged and older adults.中年和老年人大脑对虚拟环境中振动触觉感知的多感觉似然性调节的皮质加工过程。
Sci Rep. 2024 Jun 11;14(1):13366. doi: 10.1038/s41598-024-64054-z.
10
[Research progress on emotion recognition by combining virtual reality environment and electroencephalogram signals].[虚拟现实环境与脑电信号相结合的情绪识别研究进展]
Sheng Wu Yi Xue Gong Cheng Xue Za Zhi. 2024 Apr 25;41(2):389-397. doi: 10.7507/1001-5515.202310045.
将神经功率谱参数化为周期性和非周期性成分。
Nat Neurosci. 2020 Dec;23(12):1655-1665. doi: 10.1038/s41593-020-00744-x. Epub 2020 Nov 23.
4
Guidelines for immersive virtual reality in psychological research.心理学研究中沉浸式虚拟现实指南。
Curr Opin Psychol. 2020 Dec;36:71-76. doi: 10.1016/j.copsyc.2020.04.010. Epub 2020 May 11.
5
Predictive regression modeling with MEG/EEG: from source power to signals and cognitive states.利用脑磁图/脑电图进行预测性回归建模:从源功率到信号与认知状态
Neuroimage. 2020 Nov 15;222:116893. doi: 10.1016/j.neuroimage.2020.116893. Epub 2020 May 18.
6
Nonlinear interaction decomposition (NID): A method for separation of cross-frequency coupled sources in human brain.非线性交互分解(NID):一种用于分离人脑跨频耦合源的方法。
Neuroimage. 2020 May 1;211:116599. doi: 10.1016/j.neuroimage.2020.116599. Epub 2020 Feb 5.
7
Direct Fit to Nature: An Evolutionary Perspective on Biological and Artificial Neural Networks.直接契合自然:生物和人工神经网络的进化视角。
Neuron. 2020 Feb 5;105(3):416-434. doi: 10.1016/j.neuron.2019.12.002.
8
Emotionotopy in the human right temporo-parietal cortex.人类右侧颞顶叶皮层的情绪同位论。
Nat Commun. 2019 Dec 5;10(1):5568. doi: 10.1038/s41467-019-13599-z.
9
What is an emotion?情绪是什么?
Curr Biol. 2019 Oct 21;29(20):R1060-R1064. doi: 10.1016/j.cub.2019.09.008.
10
Real-Life Neuroscience: An Ecological Approach to Brain and Behavior Research.真实的神经科学:大脑与行为研究的生态取向
Perspect Psychol Sci. 2019 Sep;14(5):841-859. doi: 10.1177/1745691619856350. Epub 2019 Aug 13.