脑电图技术在认知过程研究中的应用综述

N. Sahar, Norlaili Mat Safri, N. A. Zakaria
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引用次数: 1

摘要

认知过程已经被广泛研究使用非侵入性的头皮电记录称为脑电图(EEGs)。本文试图根据脑分层参考模型(LRMB)对脑电技术在认知过程方面的研究进行综述。基于LRMB,认知过程有六层:第1层(感觉)、第2层(记忆)、第3层(感知)、第4层(动作)、第5层(元认知功能)和第6层(高级认知功能)。每一层的认知过程将以一些研究的例子来呈现。从研究中获得的有价值的信息,如感兴趣的电极、使用的任务评估和应用的脑电图分析,将被指示和讨论,以帮助读者理解和选择适当的任务评估和脑电图分析。所有提取的脑电图信息都可以扩展用于机器学习。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Use of EEG Technique in a Cognitive Process Study- A Review
Cognitive processes have been widely studied using non-invasive electrical recording from the scalp called electroencephalograms (EEGs). This paper attempts to review cognitive process studies using EEG techniques according to the Layered Reference Model of the Brain (LRMB). Based on the LRMB, there are six layers of cognitive processes: Layer 1 (Sensation), Layer 2 (Memory), Layer 3 (Perception), Layer 4 (Action), Layer 5 (Meta cognitive function), and Layer 6 (Higher cognitive function). Each layer of cognitive processes will be presented with a few example research studies. Valuable information from research studies, such as the electrode of interest, task assessment used and EEG analysis applied, will be indicated and discussed to help the reader understand and select the appropriate task assessment and EEG analysis. All extracted EEG information can be extended for use in machine learning.
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