在脑机接口快速串行视觉呈现范式中,抖动刺激起始间隔对注意力电生理标记的影响

Signals Pub Date : 2024-01-09 DOI:10.3390/signals5010002
Daniel Klee, Tab Memmott, Barry Oken
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引用次数: 0

摘要

当多个刺激依次呈现时,大脑对离散刺激的反应会受到调节。当诱发反应的时间过程与对后续刺激的反应重叠时,这些改变尤其明显,例如在用于控制脑机接口(BCI)的快速序列视觉呈现(RSVP)范例中。本研究探讨了在 RSVP 过程中,应用一种处理重叠刺激呈现的成熟技术(即不规则或 "抖动 "刺激起始间隔 (SOI))是否会改善对选定大脑反应的测量或分类。研究人员收集了 24 名健康成年参与者的脑电图数据,这些数据来自多轮 RSVP 校准和具有不同程度 SOI 抖动的复制短语任务。分析测量了三种对注意力敏感的独立大脑信号:N200、P300 和枕顶阿尔法衰减。呈现抖动明显减少了 SSVEP 的侵入,但总的来说,它对注意效应、分类或系统性能没有积极或消极的影响。虽然目前还不清楚刺激重叠是否会对 BCI 的整体性能造成损害,但本研究表明,单次试验分类方法可能对平均脑电图中出现的 SSVEP 等节律性侵入具有抵抗力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The Effect of Jittered Stimulus Onset Interval on Electrophysiological Markers of Attention in a Brain–Computer Interface Rapid Serial Visual Presentation Paradigm
Brain responses to discrete stimuli are modulated when multiple stimuli are presented in sequence. These alterations are especially pronounced when the time course of an evoked response overlaps with responses to subsequent stimuli, such as in a rapid serial visual presentation (RSVP) paradigm used to control a brain–computer interface (BCI). The present study explored whether the measurement or classification of select brain responses during RSVP would improve through application of an established technique for dealing with overlapping stimulus presentations, known as irregular or “jittered” stimulus onset interval (SOI). EEG data were collected from 24 healthy adult participants across multiple rounds of RSVP calibration and copy phrase tasks with varying degrees of SOI jitter. Analyses measured three separate brain signals sensitive to attention: N200, P300, and occipitoparietal alpha attenuation. Presentation jitter visibly reduced intrusion of the SSVEP, but in general, it did not positively or negatively affect attention effects, classification, or system performance. Though it remains unclear whether stimulus overlap is detrimental to BCI performance overall, the present study demonstrates that single-trial classification approaches may be resilient to rhythmic intrusions like SSVEP that appear in the averaged EEG.
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来源期刊
CiteScore
3.20
自引率
0.00%
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审稿时长
11 weeks
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