少是多:从一小部分选项中进行选择,可以改善BCI速度控制
Pedro Alcolea1, Xuan Ma2, Kevin Bodkin2
1Department of Biomedical Engineering, Florida International University, Miami, FL 33199, USA.
bioRxiv : the preprint server for biology
|June 19, 2024
概括
离散方向选择 (DDS) 解码器改善了脑电脑界面的光标控制. 这种新的方法在人类和动物研究中提供了比现有方法更好的性能.
科学领域:
- 神经科学是一个神经科学.
- 生物医学工程 生物医学工程
- 计算机科学 计算机科学
背景情况:
- 皮层内脑计算机接口 (iBCI) 对于恢复运动功能至关重要.
- 当前的iBCI解码器经常将神经活动转化为连续的光标速度命令.
- 现有的方法面临着噪音和轨迹控制方面的挑战.
研究的目的:
- 介绍和评估用于iBCI光标控制的离散方向选择 (DDS) 解码器.
- 将DDS性能与已建立的连续速度解码器进行比较.
- 在iBCI中证明离散指挥方法的有效性.
主要方法:
- 开发了DDS解码器,该解码器根据神经活动选择离散的光标速度.
- 在48名人类受试者身上进行了闭环的光标控制实验.
- 将DDS与使用Assist,ReFIT和Velocity卡尔曼过器解码器的直接回归进行比较.
- 在使用iBCI的非人类灵长类动物中评估了DDS性能.
主要成果:
- 在人类受试者中,DDS显著超过了所有三个连续速度解码器.
- DDS在子中表现出比维纳波器解码器更好的性能.
- 离散速度方法导致更少的曲折和低噪音的光标轨迹.
结论:
- DDS解码器在iBCI光标控制中提供了显著的进步.
- 通过离散简化速度命令,提高了iBCI性能和轨迹质量.
- DDS为更有效和更强大的脑电脑接口提供了一个有希望的替代方案.
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