空间注意力对 P300 BCI 性能的影响:ERP和眼动追踪研究

Q3 Agricultural and Biological Sciences Moscow University Biological Sciences Bulletin Pub Date : 2024-03-25 DOI:10.3103/s009639252360028x
A. Pronina, R. Grigoryan, A. Makarova, A. Kaplan
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引用次数: 0

摘要

摘要基于 P300(或 P3)事件相关电位成分的 P300 脑机接口(BCI)是最早的 BCI 之一,具有多种应用,其中之一就是文字输入。本研究旨在检测 P300 BCI 拼写者的视觉空间注意力、眼睛注视和事件相关电位。24 名健康志愿者(7 名男性)参加了研究,在三种不同的实验条件下记录了他们的脑电图和眼球运动:公开注意、隐蔽注意和凝视固定。结果显示,隐蔽注意条件下的成绩明显较低(中位数准确率为 5%,而公开注意条件下为 90%)。在没有分配注意力的情况下,凝视固定的准确率为 80%,尽管固定字符的凝视分散度更高,平均凝视时间更短。事件相关电位分析表明,隐蔽注意力会导致较小的 N1 和 P2 分量,以及较晚和较小的 P3 分量。我们的研究结果强调了凝视固定对经典 P300 BCI 拼写者表现的重要性,并表明凝视移动是拼写错误的主要来源。这些信息还可用于设计高性能隐蔽注意力BCI,在没有早期外源成分的情况下,将重点放在P3上。
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Spatial Attention Effects on P300 BCI Performance: ERP and Eye-Tracking Study

Abstract

P300 brain–computer interface (BCI), based on P300 (or P3) event-related potential component, is one of the first BCIs and has various applications, one of which is text typing. This study was conducted to examine visual spatial attention, eye gaze, and event-related potential in a P300 BCI speller. 24 healthy volunteers (7 males) participated in the study, and their electroencephalogram and eye movements were recorded in three different experimental conditions: overt attention, covert attention, and gaze fixation. Results showed that performance was significantly lower in the covert attention condition (5% median accuracy compared to 90% with overt attention). Gaze fixation without allocation of attention yielded an 80% accuracy, despite higher gaze dispersion and lower average gaze duration for fixation characters. Event-related potentials analysis revealed that covert attention led to smaller N1 and P2 components, as well as a later and smaller P3 component. Our findings emphasize the importance of gaze fixation for the performance of classic P300 BCI spellers and suggest gaze shifts as the main source of spelling errors. This information can also be used to design high-performance covert attention BCIs that focus on the P3 in the absence of early exogenous components.

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来源期刊
Moscow University Biological Sciences Bulletin
Moscow University Biological Sciences Bulletin Agricultural and Biological Sciences-Agricultural and Biological Sciences (all)
CiteScore
1.00
自引率
0.00%
发文量
18
期刊介绍: Moscow University Biological Sciences Bulletin  is forum for research in all important areas of modern biology. It publishes original work on qualitative, analytical and experimental aspects of research. The scope of articles to be considered includes plant biology, zoology, ecology, evolutionary biology, biophysics, genetics, genomics, proteomics, molecular biology, cell biology, biochemistry, endocrinology, immunology, physiology, pharmacology, neuroscience, gerontology, developmental biology, bioinformatics, bioengineering, virology, and microbiology.
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