Research on event-related potentials in motor imagery BCI

Zhifeng Lin, Zhihua Huang
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引用次数: 1

Abstract

The prospect of Motor Imagery (MI) BCI is attracting the researchers around the world. For MI BCI, training a user is a difficult and time-consuming task. This study aims at finding the pattern of Event-related Potentials, by which we can improve the training process, during training MI users. We designed the experiments, acquired the EEG signals and analyzed them during the periods when the subjects were executing the training trials and when they completed the training trials. The results show that the obvious potential patterns that are related to small probability events exist in the both situations and the elicited potentials on frontal lobe are commonly stronger than ones on other brain areas. We speculate that Attention Mechanism is deeply involved in the process of MI training. The finding would underlie our future work intending to develop the new MI training means and algorithm.
运动想象脑机接口的事件相关电位研究
运动想象脑机接口的前景正吸引着世界各地的研究人员。对于MI - BCI,培训用户是一项困难且耗时的任务。本研究旨在发现事件相关电位的模式,以改进训练过程。我们设计了实验,采集了被试执行训练试验和完成训练试验时的脑电图信号并进行了分析。结果表明,两种情况下均存在与小概率事件相关的明显电位模式,且额叶诱发电位普遍强于其他脑区。我们推测注意机制深入参与了脑智能训练的过程。这一发现将为我们未来的工作奠定基础,旨在开发新的人工智能训练手段和算法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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