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A Comparison of Independent Event-Related Desynchronization Responses in Motor-Related Brain Areas to Movement Execution Movement Imagery and Movement Observation

机译:运动相关的大脑区域中独立事件相关的去同步响应对运动执行运动图像和运动观察的比较

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摘要

Electroencephalographic (EEG) event-related desynchronization (ERD) induced by movement imagery or by observing biological movements performed by someone else has recently been used extensively for brain-computer interface-based applications, such as applications used in stroke rehabilitation training and motor skill learning. However, the ERD responses induced by the movement imagery and observation might not be as reliable as the ERD responses induced by movement execution. Given that studies on the reliability of the EEG ERD responses induced by these activities are still lacking, here we conducted an EEG experiment with movement imagery, movement observation, and movement execution, performed multiple times each in a pseudorandomized order in the same experimental runs. Then, independent component analysis (ICA) was applied to the EEG data to find the common motor-related EEG source activity shared by the three motor tasks. Finally, conditional EEG ERD responses associated with the three movement conditions were computed and compared. Among the three motor conditions, the EEG ERD responses induced by motor execution revealed the alpha power suppression with highest strengths and longest durations. The ERD responses of the movement imagery and movement observation only partially resembled the ERD pattern of the movement execution condition, with slightly better detectability for the ERD responses associated with the movement imagery and faster ERD responses for movement observation. This may indicate different levels of involvement in the same motor-related brain circuits during different movement conditions. In addition, because the resulting conditional EEG ERD responses from the ICA preprocessing came with minimal contamination from the non-related and/or artifactual noisy components, this result can play a role of the reference for devising a brain-computer interface using the EEG ERD features of movement imagery or observation.
机译:由运动图像或观察他人执行的生物运动引起的脑电图(EEG)事件相关失步(ERD)最近已广泛用于基于脑计算机接口的应用程序,例如在中风康复训练和运动技能学习中使用的应用程序。但是,由运动图像和观察引起的ERD响应可能不如由运动执行引起的ERD响应可靠。鉴于仍缺乏关于由这些活动引起的EEG ERD响应可靠性的研究,因此我们在这里进行了一项具有运动图像,运动观察和运动执行的EEG实验,并在同一实验运行中以伪随机顺序分别进行了多次。然后,将独立成分分析(ICA)应用于EEG数据,以找到三个运动任务共享的与运动相关的常见EEG源活动。最后,计算并比较了与三个运动条件相关的有条件的EEG ERD响应。在三种运动状态中,由运动执行引起的EEG ERD响应显示出具有最高强度和最长持续时间的α功率抑制。运动图像和运动观察的ERD响应仅部分类似于运动执行条件的ERD模式,与运动图像相关的ERD响应的可检测性稍好,运动观察的ERD响应更快。这可能表明在不同的运动条件下,与同一运动相关的大脑回路的参与程度不同。此外,由于ICA预处理所产生的条件性EEG ERD响应带有来自无关和/或人为噪声成分的最小污染,因此该结果可为使用EEG ERD设计脑机接口提供参考运动图像或观察的特征。

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  • 期刊名称 other
  • 作者单位
  • 年(卷),期 -1(11),9
  • 年度 -1
  • 页码 e0162546
  • 总页数 16
  • 原文格式 PDF
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