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Modeling of Brain Computer Interface-aided Training in Rehabilitation
Guanxiong Zeng1,2; Yang Chen1; Shan Yu1,2
2018-12
会议名称2018 2nd IEEE International Conference on Computer Systems, Electronics and Control(ICCSEC 2018)
会议日期December 21-23, 2018
会议地点Dalian, China
出版者IEEE
摘要

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.

收录类别EI
语种英语
文献类型会议论文
条目标识符http://ir.ia.ac.cn/handle/173211/23236
专题脑图谱与类脑智能实验室_脑网络组研究
通讯作者Shan Yu
作者单位1.Institute of Automation, Chinese Academy of Sciences
2.University of Chinese Academy of Sciences
第一作者单位中国科学院自动化研究所
通讯作者单位中国科学院自动化研究所
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GB/T 7714
Guanxiong Zeng,Yang Chen,Shan Yu. Modeling of Brain Computer Interface-aided Training in Rehabilitation[C]:IEEE,2018.
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