A hybrid BCI-controlled FES system for hand-wrist motor function

功能性电刺激 脑-机接口 运动表象 计算机科学 物理医学与康复 手腕 康复 功能性运动 脑电图 刺激 医学 心理学 神经科学 放射科
作者
Inchul Choi,Kyle A. Bond,Chang S. Nam
标识
DOI:10.1109/smc.2016.7844585
摘要

Motor imagery (MI) based Brain-Computer Interfaces (BCIs) controlled Functional Electrical Stimulation (FES) can help people with severe neuromuscular impairments to control their limbs by bypassing peripheral nerves and muscle pathways. However, there are still four major limitations with current MI-based BCIs for FES control: 1) They require relatively longer training and the training procedures are not clear. 2) Classification of different MI tasks within the same limb is difficult 3) MI features cannot be utilized during passive hand-motions induced by FES due to movement artifacts. 4) Few FES units are available which have real-time parameter control functionality. This study addresses these limitations by applying a hybrid BCI paradigm with a modified low-cost commercial off-the-shelf Transcutaneous Electrical Nerve Stimulation (TENS) unit. Four subjects were asked to mimic visual cues to imagine either closing or opening their dominant hand at different rates, such as fast or slow. After FES was initiated, the subjects were asked to attend to visual stimulus to elicit Steady-State Visual Evoked Potential (SSVEP) to stop FES. Results of this study showed that the modified TENS unit was able to successfully control hand motion in real-time. The classification results of different MI tasks within the same hand were promising. Furthermore, all subjects could stop the FES within 6 seconds and the average completion time was 2 seconds. The results of this study could provide insights towards future research of rehabilitation for stroke patients.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
刚刚
Lucas应助科研通管家采纳,获得10
刚刚
梁三柏应助科研通管家采纳,获得10
刚刚
Singularity应助科研通管家采纳,获得10
刚刚
shouyu29应助科研通管家采纳,获得10
刚刚
Singularity应助科研通管家采纳,获得10
刚刚
梁三柏应助科研通管家采纳,获得10
1秒前
1秒前
Orange应助科研通管家采纳,获得10
1秒前
赵保钢发布了新的文献求助10
1秒前
嘉丽的后花园完成签到,获得积分10
2秒前
3秒前
九千岁发布了新的文献求助10
5秒前
苹果柜子完成签到,获得积分10
5秒前
哎呀完成签到 ,获得积分10
7秒前
momo发布了新的文献求助10
7秒前
桐桐应助一个采纳,获得10
7秒前
yyq完成签到,获得积分10
7秒前
无花果应助ytt采纳,获得10
10秒前
科目三应助干雅柏采纳,获得10
10秒前
11秒前
11秒前
个性的孤风完成签到,获得积分10
12秒前
李健的小迷弟应助ccccc采纳,获得10
12秒前
华仔应助forever采纳,获得10
14秒前
顺利晓露完成签到,获得积分20
14秒前
14秒前
happy完成签到,获得积分10
16秒前
16秒前
852应助xie采纳,获得30
17秒前
17秒前
18秒前
hhhblabla应助清爽山蝶采纳,获得10
18秒前
香蕉麦片完成签到 ,获得积分10
18秒前
Owen应助seven采纳,获得10
19秒前
21秒前
obcx完成签到,获得积分10
22秒前
Mencanta完成签到,获得积分10
22秒前
干雅柏发布了新的文献求助10
23秒前
Helium完成签到,获得积分10
24秒前
高分求助中
Production Logging: Theoretical and Interpretive Elements 2700
Ophthalmic Equipment Market 1500
Neuromuscular and Electrodiagnostic Medicine Board Review 1000
こんなに痛いのにどうして「なんでもない」と医者にいわれてしまうのでしょうか 510
いちばんやさしい生化学 500
The First Nuclear Era: The Life and Times of a Technological Fixer 500
Unusual formation of 4-diazo-3-nitriminopyrazoles upon acid nitration of pyrazolo[3,4-d][1,2,3]triazoles 500
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 物理 生物化学 纳米技术 计算机科学 化学工程 内科学 复合材料 物理化学 电极 遗传学 量子力学 基因 冶金 催化作用
热门帖子
关注 科研通微信公众号,转发送积分 3672312
求助须知:如何正确求助?哪些是违规求助? 3228717
关于积分的说明 9781603
捐赠科研通 2939143
什么是DOI,文献DOI怎么找? 1610605
邀请新用户注册赠送积分活动 760682
科研通“疑难数据库(出版商)”最低求助积分说明 736174