Klee Daniel, Memmott Tab, Oken Barry
Department of Neurology, Oregon Health & Science University, Portland, OR 97239, USA.
Institute on Development and Disability, Oregon Health & Science University, Portland, OR 97239, USA.
Signals (Basel). 2024 Mar;5(1):18-39. doi: 10.3390/signals5010002. Epub 2024 Jan 9.
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.
当多个刺激按顺序呈现时,大脑对离散刺激的反应会受到调制。当诱发反应的时间进程与对后续刺激的反应重叠时,这些改变尤为明显,例如在用于控制脑机接口(BCI)的快速序列视觉呈现(RSVP)范式中。本研究探讨了在RSVP期间,通过应用一种处理重叠刺激呈现的既定技术,即不规则或“抖动”刺激起始间隔(SOI),是否会改善对特定脑反应的测量或分类。从24名健康成年参与者那里收集了脑电图数据,这些参与者完成了多轮具有不同程度SOI抖动的RSVP校准和复制短语任务。分析测量了对注意力敏感的三种不同脑信号:N200、P300和枕顶叶阿尔法衰减。呈现抖动明显减少了稳态视觉诱发电位(SSVEP)的干扰,但总体而言,它对注意力效应、分类或系统性能没有积极或消极影响。虽然目前尚不清楚刺激重叠是否总体上对BCI性能有害,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像SSVEP这样的节律性干扰具有抗性。