P300-BCI的心理策略:视觉运动转换是一种选择。

IF 3.3
Nikolay Syrov, Lev Yakovlev, Varvara Nikolaeva, Alexander Kaplan, Mikhail Lebedev
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引用次数: 2

摘要

目前,p300 - bci主要用于拼写任务,其中命令的数量等于触发事件相关电位(erp)的刺激的数量。增加这个数字会减慢脑机接口的操作,因为为了更好地分类,每个刺激必须呈现多次。此外,P300拼写者通常不使用潜在有用的基于图像的方法,例如在运动康复中成功实践的运动图像。在这里,我们测试了带有运动图像组件的P300-BCI。在这个脑机接口中,命令的数量是通过增加心理策略而不是增加目标的数量来增加的。我们的脑机接口只有两个刺激和四个命令。受试者要么在心里计算目标的外观,要么想象手朝着目标的动作。在这个设计中,运动-意象范式制定了一种视觉运动转换,已知参与运动控制的皮层和皮层下网络参与其中。这些网络的运作在中风等神经系统疾病中受到影响,因此我们将这种脑机接口视为患者康复的潜在工具。作为开发这种临床方法的第一步,对16名健康参与者进行了测试。与我们的预期一致,心理策略会导致不同的脑电图活动,erp的不同取决于受试者是计算刺激还是想象运动。这些差异在位于额叶和中央顶叶区域的后期ERP成分中尤为明显。我们得出结论:(1)P300范式适用于实现视觉运动转换;(2)具有多种心理策略的基于P300的脑机接口可用于需要增加可能输出数量而保持目标数量不变的应用。因此,我们的方法促进了多功能脑机接口和临床康复方法的发展。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Mental Strategies in a P300-BCI: Visuomotor Transformation Is an Option.

Mental Strategies in a P300-BCI: Visuomotor Transformation Is an Option.

Mental Strategies in a P300-BCI: Visuomotor Transformation Is an Option.

Mental Strategies in a P300-BCI: Visuomotor Transformation Is an Option.

Currently, P300-BCIs are mostly used for spelling tasks, where the number of commands is equal to the number of stimuli that evoke event-related potentials (ERPs). Increasing this number slows down the BCI operation because each stimulus has to be presented several times for better classification. Furthermore, P300 spellers typically do not utilize potentially useful imagery-based approaches, such as the motor imagery successfully practiced in motor rehabilitation. Here, we tested a P300-BCI with a motor-imagery component. In this BCI, the number of commands was increased by adding mental strategies instead of increasing the number of targets. Our BCI had only two stimuli and four commands. The subjects either counted target appearances mentally or imagined hand movements toward the targets. In this design, the motor-imagery paradigm enacted a visuomotor transformation known to engage cortical and subcortical networks participating in motor control. The operation of these networks suffers in neurological conditions such as stroke, so we view this BCI as a potential tool for the rehabilitation of patients. As an initial step toward the development of this clinical method, sixteen healthy participants were tested. Consistent with our expectation that mental strategies would result in distinct EEG activities, ERPs were different depending on whether subjects counted stimuli or imagined movements. These differences were especially clear in the late ERP components localized in the frontal and centro-parietal regions. We conclude that (1) the P300 paradigm is suitable for enacting visuomotor transformations and (2) P300-based BCIs with multiple mental strategies could be used in applications where the number of possible outputs needs to be increased while keeping the number of targets constant. As such, our approach adds to both the development of versatile BCIs and clinical approaches to rehabilitation.

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