Brain-drive: A smart driver for controlling digital appliances using cognitive command

R. Chowdhury, Arafat Kabir Sun, Azwad Tamir, C. Shahnaz, S. Fattah
{"title":"Brain-drive: A smart driver for controlling digital appliances using cognitive command","authors":"R. Chowdhury, Arafat Kabir Sun, Azwad Tamir, C. Shahnaz, S. Fattah","doi":"10.1109/R10-HTC.2017.8289087","DOIUrl":null,"url":null,"abstract":"For the disabled and handicapped, the world of brain-computer interface has opened a new horizon to lead an unassisted and least supervised life. But the use of prosthetic limbs and artificial organs are still not commercially available in most of the countries. Recently developed some other brainwave based systems are mostly expensive, immobile or task specific. In order to overcome these problems, analogous to the pen-drive, we have focused on developing a low cost control unit namely “Brain-drive” which transforms ones thoughts into output digital electric signal. Certain thoughts (mental tasks) with hard eye blinking (neural driven physical outcome) develops certain action potential, no matter the eye blinking is visible or not, it creates a significant change in electroencephalogram (EEG) or brain signal. Single channel EEG signal is collected from frontal lobe as it plays a vital role in voluntary movement using a wearable Mindwave Mobile from Neurosky. The EEG data thus recorded is preprocessed to reduce the effect of noise and artifacts and then analyzed in time domain. A grid of cells are displayed on a monitor in front of the subject, which is connected to individual digital output pin onboard an embedded system. To select a cell, a user just needs to look and generate a sustainable eye blink which can easily be identified from the raw value of brainwave. Since eye blinking can be both conscious and involuntary, automatic periodic eye blink of very low frequency oscillation is removed to avoid unwanted selection of command. Unlike webcam based eye blink detector, Brain-Drive captures the signal for blink rather than the visual output of blinking. The system can be trained for person specific customized performance, considering special needs of a disabled or handicapped people who cannot communicate with the outside world using voice, motion or other methods. With the help of cognitive command, the ‘Brain-Drive’ can be used to control wheelchair, home appliances and even industrial machines.","PeriodicalId":411099,"journal":{"name":"2017 IEEE Region 10 Humanitarian Technology Conference (R10-HTC)","volume":"3 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2017-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2017 IEEE Region 10 Humanitarian Technology Conference (R10-HTC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/R10-HTC.2017.8289087","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 3

Abstract

For the disabled and handicapped, the world of brain-computer interface has opened a new horizon to lead an unassisted and least supervised life. But the use of prosthetic limbs and artificial organs are still not commercially available in most of the countries. Recently developed some other brainwave based systems are mostly expensive, immobile or task specific. In order to overcome these problems, analogous to the pen-drive, we have focused on developing a low cost control unit namely “Brain-drive” which transforms ones thoughts into output digital electric signal. Certain thoughts (mental tasks) with hard eye blinking (neural driven physical outcome) develops certain action potential, no matter the eye blinking is visible or not, it creates a significant change in electroencephalogram (EEG) or brain signal. Single channel EEG signal is collected from frontal lobe as it plays a vital role in voluntary movement using a wearable Mindwave Mobile from Neurosky. The EEG data thus recorded is preprocessed to reduce the effect of noise and artifacts and then analyzed in time domain. A grid of cells are displayed on a monitor in front of the subject, which is connected to individual digital output pin onboard an embedded system. To select a cell, a user just needs to look and generate a sustainable eye blink which can easily be identified from the raw value of brainwave. Since eye blinking can be both conscious and involuntary, automatic periodic eye blink of very low frequency oscillation is removed to avoid unwanted selection of command. Unlike webcam based eye blink detector, Brain-Drive captures the signal for blink rather than the visual output of blinking. The system can be trained for person specific customized performance, considering special needs of a disabled or handicapped people who cannot communicate with the outside world using voice, motion or other methods. With the help of cognitive command, the ‘Brain-Drive’ can be used to control wheelchair, home appliances and even industrial machines.
脑驱动:一种使用认知指令控制数字设备的智能驱动程序
对于残疾人和残障人士来说,脑机接口的世界为他们开启了一个无人帮助、无人监督的生活的新视野。但在大多数国家,假肢和人造器官的使用仍未商业化。最近开发的一些其他基于脑电波的系统大多昂贵,不可移动或特定任务。为了克服这些问题,类似于笔式驱动器,我们专注于开发一种低成本的控制单元,即“脑驱动器”,它将人的思想转化为输出的数字电信号。某些思维(心理任务)与硬眨眼睛(神经驱动的物理结果)产生一定的动作电位,无论眨眼睛是否可见,它都会在脑电图(EEG)或大脑信号中产生显着变化。单通道EEG信号从额叶收集,因为它在自愿运动中起着至关重要的作用,使用来自Neurosky的可穿戴式心波移动设备。对记录下来的脑电图数据进行预处理以减少噪声和伪影的影响,然后在时域进行分析。受试者面前的显示器上显示出细胞网格,该显示器连接到嵌入式系统上的单个数字输出引脚。为了选择一个细胞,用户只需要看一看,并产生一个持续的眨眼,这可以很容易地从脑电波的原始值中识别出来。由于眨眼既可以是有意识的,也可以是不自觉的,因此为了避免不必要的选择命令,我们删除了低频振荡的自动周期性眨眼。与基于网络摄像头的眨眼检测器不同,Brain-Drive捕捉的是眨眼的信号,而不是眨眼的视觉输出。考虑到残疾人士或残障人士无法通过声音、动作或其他方式与外界交流的特殊需求,该系统可以进行针对个人的定制性能培训。在认知指令的帮助下,“Brain-Drive”可以用来控制轮椅、家用电器甚至工业机器。
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:604180095
Book学术官方微信