CASIA OpenIR  > 脑网络组研究
Modeling of Brain Computer Interface-aided Training in Rehabilitation
Guanxiong Zeng1,2; Yang Chen1; Shan Yu1,2
2018-12
Conference Name2018 2nd IEEE International Conference on Computer Systems, Electronics and Control(ICCSEC 2018)
Conference DateDecember 21-23, 2018
Conference PlaceDalian, China
PublisherIEEE
Abstract

Brain-computer interface (BCI) is a new technology aimed at providing efficient means to integrate the human brain and the environment. BCI has been considered as an important approach to help patients with movement difficulties. It has been widely studied for controlling external devices directly by recorded neuronal signals. Here we examine, by neural network simulation, how to apply BCI in order to facilitate trainings during the process of rehabilitation. Specifically, we trained a recurrent neural network to control movement. Then some of the neurons were disabled to mimic the situation of impaired motor cortex. Then two approaches of using BCI to retrain the network for functional recovery were tested. In the first one, BCI was used to interfere with the neurons remained intact in the motor cortex directly. In the second approach, BCI was used to influence the activity of motor cortex through non-invasively manipulating the activities of somatosensory cortex. In both approaches, functional recovery was satisfactory. These results shed new light on the possibility of using BCI to facilitate the rehabilitation of movement control after strokes or other brain injuries.

Indexed ByEI
Language英语
Document Type会议论文
Identifierhttp://ir.ia.ac.cn/handle/173211/23236
Collection脑网络组研究
Corresponding AuthorShan Yu
Affiliation1.Institute of Automation, Chinese Academy of Sciences
2.University of Chinese Academy of Sciences
First Author AffilicationInstitute of Automation, Chinese Academy of Sciences
Corresponding Author AffilicationInstitute of Automation, Chinese Academy of Sciences
Recommended Citation
GB/T 7714
Guanxiong Zeng,Yang Chen,Shan Yu. Modeling of Brain Computer Interface-aided Training in Rehabilitation[C]:IEEE,2018.
Files in This Item: Download All
File Name/Size DocType Version Access License
Modeling of Brain Co(638KB)会议论文 开放获取CC BY-NC-SAView Download
Related Services
Recommend this item
Bookmark
Usage statistics
Export to Endnote
Google Scholar
Similar articles in Google Scholar
[Guanxiong Zeng]'s Articles
[Yang Chen]'s Articles
[Shan Yu]'s Articles
Baidu academic
Similar articles in Baidu academic
[Guanxiong Zeng]'s Articles
[Yang Chen]'s Articles
[Shan Yu]'s Articles
Bing Scholar
Similar articles in Bing Scholar
[Guanxiong Zeng]'s Articles
[Yang Chen]'s Articles
[Shan Yu]'s Articles
Terms of Use
No data!
Social Bookmark/Share
File name: Modeling of Brain Computer Interface-aided Training in Rehabilitation.pdf
Format: Adobe PDF
This file does not support browsing at this time
All comments (0)
No comment.
 

Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.