思考:迈向实用的通用脑机通讯

Mohit Agarwal, Raghupathy Sivakumar
{"title":"思考:迈向实用的通用脑机通讯","authors":"Mohit Agarwal, Raghupathy Sivakumar","doi":"10.1145/2799650.2799659","DOIUrl":null,"url":null,"abstract":"In this paper, we present \\textbf{THINK}, a practical general-purpose brain-computer communication platform that relies on the OpenBCI and OpenViBE hardware and software platforms, and allows for a simple three-alphabet vocabulary. Specifically, we consider the scenario where a subject is wearing a sensor array (an electrode cap), and consciously manipulating her thoughts to communicate wirelessly with an external computing entity (a smartphone) without the aid of any external stimuli. Using \\textbf{THINK}, we explore general aspects of brain computer communication that are application agnostic. In particular, we study the following questions: (i) what is the accuracy of the system? (ii) how fast can the subject switch thoughts corresponding to symbols; (iii) is there an impact on accuracy with learning time; and (iv) how does accuracy drop with decreasing number of sensors (electrodes)? Using purely experimental analysis, we present some results that provide preliminary answers for these questions.","PeriodicalId":275880,"journal":{"name":"Proceedings of the 2nd International Workshop on Hot Topics in Wireless","volume":"32 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2015-09-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"8","resultStr":"{\"title\":\"THINK: Toward Practical General-Purpose Brain-Computer Communication\",\"authors\":\"Mohit Agarwal, Raghupathy Sivakumar\",\"doi\":\"10.1145/2799650.2799659\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In this paper, we present \\\\textbf{THINK}, a practical general-purpose brain-computer communication platform that relies on the OpenBCI and OpenViBE hardware and software platforms, and allows for a simple three-alphabet vocabulary. Specifically, we consider the scenario where a subject is wearing a sensor array (an electrode cap), and consciously manipulating her thoughts to communicate wirelessly with an external computing entity (a smartphone) without the aid of any external stimuli. Using \\\\textbf{THINK}, we explore general aspects of brain computer communication that are application agnostic. In particular, we study the following questions: (i) what is the accuracy of the system? (ii) how fast can the subject switch thoughts corresponding to symbols; (iii) is there an impact on accuracy with learning time; and (iv) how does accuracy drop with decreasing number of sensors (electrodes)? Using purely experimental analysis, we present some results that provide preliminary answers for these questions.\",\"PeriodicalId\":275880,\"journal\":{\"name\":\"Proceedings of the 2nd International Workshop on Hot Topics in Wireless\",\"volume\":\"32 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2015-09-11\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"8\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Proceedings of the 2nd International Workshop on Hot Topics in Wireless\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1145/2799650.2799659\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 2nd International Workshop on Hot Topics in Wireless","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/2799650.2799659","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 8

摘要

在本文中,我们提出了\textbf{THINK},一个实用的通用脑机通信平台,它依赖于OpenBCI和OpenViBE硬件和软件平台,并允许简单的三字母词汇表。具体来说,我们考虑的场景是,受试者戴着传感器阵列(电极帽),并有意识地操纵她的思想,在没有任何外部刺激的情况下与外部计算实体(智能手机)进行无线通信。使用\textbf{THINK},我们探索与应用无关的脑机通信的一般方面。特别是,我们研究了以下问题:(i)系统的准确性是什么?(ii)受试者转换与符号相对应的思想的速度有多快;(iii)学习时间对准确性是否有影响;(iv)随着传感器(电极)数量的减少,精度如何下降?通过纯粹的实验分析,我们提出了一些结果,为这些问题提供了初步的答案。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
THINK: Toward Practical General-Purpose Brain-Computer Communication
In this paper, we present \textbf{THINK}, a practical general-purpose brain-computer communication platform that relies on the OpenBCI and OpenViBE hardware and software platforms, and allows for a simple three-alphabet vocabulary. Specifically, we consider the scenario where a subject is wearing a sensor array (an electrode cap), and consciously manipulating her thoughts to communicate wirelessly with an external computing entity (a smartphone) without the aid of any external stimuli. Using \textbf{THINK}, we explore general aspects of brain computer communication that are application agnostic. In particular, we study the following questions: (i) what is the accuracy of the system? (ii) how fast can the subject switch thoughts corresponding to symbols; (iii) is there an impact on accuracy with learning time; and (iv) how does accuracy drop with decreasing number of sensors (electrodes)? Using purely experimental analysis, we present some results that provide preliminary answers for these questions.
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