用于持续情感交互的闭环脑机音乐接口

S. Ehrlich, Cuntai Guan, G. Cheng
{"title":"用于持续情感交互的闭环脑机音乐接口","authors":"S. Ehrlich, Cuntai Guan, G. Cheng","doi":"10.1109/ICOT.2017.8336116","DOIUrl":null,"url":null,"abstract":"Research on human emotions and underlying brain processes is mostly performed open-loop, e.g. by presenting emotional stimuli and measuring subject's brain responses. Investigating human emotions in interaction with emotional stimuli (closed-loop) significantly complicates experimental setups and has so far rarely been proposed. We present concept and technical realization of an electroencephalography (EEG)-based affective Brain-Computer Interface (BCI) to study emotional brain processes in continuous closed-loop interaction. Our BCI consists of an algorithm generating continuous patterns of synthesized affective music, embedded in an online BCI architecture. An initial calibration is employed to obtain user-specific models associating EEG patterns with affective content in musical patterns. These models are then used in online application to translate the user's affect into a continuous musical representation; playback to the user results in closed-loop affective brain-interactions. The proposed BCI provides a platform to stimulate the brain in a closed-loop fashion, offering novel approaches to study human sensorimotor integration and emotions.","PeriodicalId":297245,"journal":{"name":"2017 International Conference on Orange Technologies (ICOT)","volume":"38 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2017-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"12","resultStr":"{\"title\":\"A closed-loop brain-computer music interface for continuous affective interaction\",\"authors\":\"S. Ehrlich, Cuntai Guan, G. Cheng\",\"doi\":\"10.1109/ICOT.2017.8336116\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Research on human emotions and underlying brain processes is mostly performed open-loop, e.g. by presenting emotional stimuli and measuring subject's brain responses. Investigating human emotions in interaction with emotional stimuli (closed-loop) significantly complicates experimental setups and has so far rarely been proposed. We present concept and technical realization of an electroencephalography (EEG)-based affective Brain-Computer Interface (BCI) to study emotional brain processes in continuous closed-loop interaction. Our BCI consists of an algorithm generating continuous patterns of synthesized affective music, embedded in an online BCI architecture. An initial calibration is employed to obtain user-specific models associating EEG patterns with affective content in musical patterns. These models are then used in online application to translate the user's affect into a continuous musical representation; playback to the user results in closed-loop affective brain-interactions. The proposed BCI provides a platform to stimulate the brain in a closed-loop fashion, offering novel approaches to study human sensorimotor integration and emotions.\",\"PeriodicalId\":297245,\"journal\":{\"name\":\"2017 International Conference on Orange Technologies (ICOT)\",\"volume\":\"38 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2017-12-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"12\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2017 International Conference on Orange Technologies (ICOT)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICOT.2017.8336116\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2017 International Conference on Orange Technologies (ICOT)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICOT.2017.8336116","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 12

摘要

对人类情绪和潜在大脑过程的研究大多是开环进行的,例如,通过呈现情绪刺激和测量受试者的大脑反应。研究人类情绪与情绪刺激(闭环)的相互作用,使实验设置非常复杂,迄今为止很少有人提出。提出了一种基于脑电图(EEG)的情感脑机接口(BCI)的概念和技术实现,以研究连续闭环交互中的情绪脑过程。我们的脑机接口由一个算法组成,生成连续的合成情感音乐模式,嵌入在一个在线脑机接口架构中。采用初始校准来获得用户特定的模型,将EEG模式与音乐模式中的情感内容相关联。这些模型随后用于在线应用程序,将用户的影响转化为连续的音乐表现;回放给用户会产生闭环的情感大脑互动。提出的脑机接口提供了一个以闭环方式刺激大脑的平台,为研究人类感觉运动整合和情感提供了新的方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A closed-loop brain-computer music interface for continuous affective interaction
Research on human emotions and underlying brain processes is mostly performed open-loop, e.g. by presenting emotional stimuli and measuring subject's brain responses. Investigating human emotions in interaction with emotional stimuli (closed-loop) significantly complicates experimental setups and has so far rarely been proposed. We present concept and technical realization of an electroencephalography (EEG)-based affective Brain-Computer Interface (BCI) to study emotional brain processes in continuous closed-loop interaction. Our BCI consists of an algorithm generating continuous patterns of synthesized affective music, embedded in an online BCI architecture. An initial calibration is employed to obtain user-specific models associating EEG patterns with affective content in musical patterns. These models are then used in online application to translate the user's affect into a continuous musical representation; playback to the user results in closed-loop affective brain-interactions. The proposed BCI provides a platform to stimulate the brain in a closed-loop fashion, offering novel approaches to study human sensorimotor integration and emotions.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信