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Brain-computer interface based on detection of movement intention as a means of brain wave modulation enhancement

机译:基于运动意图检测的脑机接口,作为增强脑电波调制的一种手段

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Movement intention (MI) is the mental state in which it is desired to make an action that implies movement. There are certain signals that are directly related with MI; mainly obtained in the primary motor cortex. These signals can be used in a brain-computer interface (BCI). BCIs have a wide variety of applications for the general population, classified in two groups: optimization of conventional neuromuscular performances and enhancement of conventional neuromuscular performances beyond normal capacities. The main goal of this project is to analyze if neural rhythm modulation enhancement could be achieved by practicing, through a BCI based on MI detection, which was designed in a previous study. A six-session experiment was made with eight healthy subjects. Each session was composed by two stages: a training stage and a testing stage, which allowed control of a videogame. The scores in the game were recorded and analyzed. Changes in alpha and beta bands were also analyzed in order to observe if attention could in fact be enhanced. The obtained results were partially satisfactory, as most subjects showed a clear improvement in performance at some point in the trials. As well, the alpha to beta wave ratio of all the tasks was analyzed to observe if there are changes as the experiment progresses. The results are promising, and a different protocol must be implemented to assess the impact of the BCI on the attention span, which can be analyzed with the alpha and beta waves.
机译:运动意图(MI)是一种心理状态,在该状态下需要做出暗示运动的动作。有某些与MI直接相关的信号。主要在初级运动皮层获得。这些信号可以在脑机接口(BCI)中使用。 BCI对普通人群具有广泛的应用,分为两类:优化常规神经肌肉性能和增强常规神经肌肉性能,使其超出正常能力。该项目的主要目标是分析是否可以通过基于先前研究设计的基于MI检测的BCI进行练习来实现神经节律调节的增强。对八个健康受试者进行了为期六次的实验。每个环节由两个阶段组成:训练阶段和测试阶段,可以控制视频游戏。记录并分析游戏中的分数。还分析了α和β谱带的变化,以观察实际上是否可以增强注意力。获得的结果部分令人满意,因为大多数受试者在试验中的某个时候表现出明显的改善。同样,还分析了所有任务的alpha与beta比率,以观察随着实验的进行是否有变化。结果令人鼓舞,必须采用不同的协议来评估BCI对注意力跨度的影响,可以使用alpha和beta波来分析。

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