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Cognitively driven brain machine control using neural signals in the parietal reach region

机译:使用顶触范围内的神经信号进行认知驱动的脑机控制

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This study demonstrates that the spiking and local field potential (LFP) activity in the parietal reach region (PRR) of the macaque monkey can be jointly used to control the location of the computer cursor when the correct target location must be inferred symbolically, e.g., leftward arrow for the leftward target, etc. The average correct target acquisition rate during this brain machine control task without actual movements was 86% for the six discrete target locations when using spikes and LFPs from 16 electrodes. This performance was significantly better than using spikes or LFPs alone. These results, together with our previous findings, suggest that a single decoder based on both spikes and LFPs in PRR can robustly provide the subjects' motor intent under varying contexts for neural prosthetic applications.
机译:这项研究表明,当必须以象征性的方式推断出正确的目标位置时,猕猴的顶伸区域(PRR)中的峰值和局部场电势(LFP)活动可以共同用于控制计算机光标的位置。当使用来自16个电极的尖峰和LFP时,对于六个离散的目标位置,在没有实际移动的情况下,此大脑机器控制任务期间的平均正确目标获取率为86%。该性能明显优于单独使用尖峰或LFP。这些结果以及我们以前的发现表明,基于PRR中的尖峰和LFP的单个解码器可以为神经假体应用在不同的环境下稳健地提供受试者的运动意图。

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