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Brain computer interface prototypes for upper limb rehabilitation: A review of principles and experimental results

机译:上肢康复的大脑计算机接口原型:原理和实验结果的回顾

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In this paper we review and discuss three novel Brain Computer Interface (BCI) prototypes for upper limb motor function rehabilitation after stroke or brain injury, recently developed at the Laboratory for Biomedical Engineering and Technologies, University of Belgrade - School of Electrical Engineering. All three systems combine movement imagery as a control strategy and functional electrical stimulation (FES) for executing the action and delivering sensory feedback. The BCI system I is a hybrid version comprising both steady state visual evoked potentials (SSVEP) and event related desynchronization (ERD) based modalities for automated selection and triggering of three FES patterns for assistance of grasping. This system was tested in 6 healthy subjects, and all of them were able to control the device with positive predictive value in a range 0.7-0.96 and with true positive rate in a range 0.89-1. BCI system II is a cue-based version of ERD-driven BCI for FES control and was tested in 4 subjects that achieved positive predictive value of 1 and true positive rate in a range 0.8-1. BCI system III is asynchronous version of an ERD-operated brain switch for triggering of FES and it was tested in 4 subject with results for positive predictive value and true positive rate in ranges 0.66-0.92 and 0.81-0.94 respectively.
机译:在本文中,我们回顾和讨论了三种新的脑计算机接口(BCI)原型,用于中风或脑损伤后上肢运动功能的康复,最近在贝尔格莱德大学生物医学工程与技术实验室-电气学院开发了该原型。所有这三个系统都将运动图像作为一种控制策略与功能性电刺激(FES)相结合,以执行动作并传递感官反馈。 BCI系统I是一种混合版本,包括稳态视觉诱发电位(SSVEP)和基于事件相关的失步(ERD)的模态,用于自动选择和触发三种FES模式以帮助抓取。该系统已在6位健康受试者中进行了测试,所有这些人都能够以0.7-0.96范围内的阳性预测值和0.89-1范围内的真实阳性率控制该设备。 BCI系统II是用于FES控制的ERD驱动的BCI的基于提示的版本,并在4名受试者中进行了测试,这些受试者的阳性预测值为1,真实阳性率为0.8-1。 BCI系统III是用于触发FES的ERD操作脑部开关的异步版本,并在4位受试者中进行了测试,其阳性预测值和真实阳性率分别在0.66-0.92和0.81-0.94范围内。

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