BCI-Based Smart Room Control using EEG Signals

Oger Zaya Amanuel, Yarub Alazzawi
{"title":"BCI-Based Smart Room Control using EEG Signals","authors":"Oger Zaya Amanuel, Yarub Alazzawi","doi":"10.22153/kej.2022.09.004","DOIUrl":null,"url":null,"abstract":"In this paper, we implement and examine a Simulink model with electroencephalography (EEG) to control many actuators based on brain waves. This will be in great demand since it will be useful for certain individuals who are unable to access some control units that need direct contact with humans. In the beginning, ten volunteers of a wide range of (20-66) participated in this study, and the statistical measurements were first calculated for all eight channels. Then the number of channels was reduced by half according to the activation of brain regions within the utilized protocol and the processing time also decreased. Consequently, four of the participants (three males and one female) were chosen to examine the Simulink model during different actions. The model contained: input signals, data selection according to the activation regions in the brain, features extraction, classification according to the frequency ranges of each action, and an interface with an embedded system to control the actuators.\n ","PeriodicalId":7637,"journal":{"name":"Al-Khwarizmi Engineering Journal","volume":"30 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2022-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Al-Khwarizmi Engineering Journal","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.22153/kej.2022.09.004","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

In this paper, we implement and examine a Simulink model with electroencephalography (EEG) to control many actuators based on brain waves. This will be in great demand since it will be useful for certain individuals who are unable to access some control units that need direct contact with humans. In the beginning, ten volunteers of a wide range of (20-66) participated in this study, and the statistical measurements were first calculated for all eight channels. Then the number of channels was reduced by half according to the activation of brain regions within the utilized protocol and the processing time also decreased. Consequently, four of the participants (three males and one female) were chosen to examine the Simulink model during different actions. The model contained: input signals, data selection according to the activation regions in the brain, features extraction, classification according to the frequency ranges of each action, and an interface with an embedded system to control the actuators.  
基于脑电信号的bci智能房间控制
在本文中,我们实现并检验了一个基于脑电波控制多个执行器的Simulink脑电图模型。这将是一个巨大的需求,因为它将是有用的某些个人谁不能访问一些控制单元,需要与人类直接接触。一开始,我们选取了10名不同年龄段(20-66岁)的志愿者参与研究,首先对所有8个通道进行了统计测量。然后根据所使用的协议中大脑区域的激活情况,通道数量减少了一半,处理时间也减少了。因此,四名参与者(三名男性和一名女性)被选中在不同的动作中检查Simulink模型。该模型包括:输入信号,根据大脑的激活区域选择数据,特征提取,根据每个动作的频率范围分类,以及与嵌入式系统的接口来控制执行器。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
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