A Study on RSVP Paradigm Based on Brain Computer Interface Across Subjects

Yue Sheng, Shuang Liu, Wen Wang, Yuchen He, Xiaoya Liu, Yufeng Ke, X. An, Dong Ming
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引用次数: 1

Abstract

Most visual brain-computer interface (BCI) speller based on the event related potential (ERP) primarily use matrix layouts, and often need patients to complete spelling with moderate eye movement. The fundamental aim of our study is to enhance the perceptibility of target characters by introducing classical rapid serial visual presentation (RSVP) spellers that do not require any eye movement, thereby applying them to the paralyzed patients suffered from oculomotor nerve dysfunction, such as amyotrophic lateral sclerosis (ALS), spinal cord injury, stroke or muscular dystrophy. To test the feasibility of the proposed RSVP paradigm based-BCI, a series of symbols exploded quickly for 20 participants. The flash stimulus on time was 88 ms, and the off time was 22 ms. The effects of sequential letters on target induction with different colors were studied. The P300 component was locked on the target representation by time. The offline classification showed that the average accuracy of choosing the target symbol among 26 possibilities was as high as 90% and above. When calculating the accuracy across subjects under the condition of a certain sample size, the classification rate was changing, up to 68% with the increase of the number of subjects in the sample. The results showed that RSVP speller based-BCI is a promising new model and can be applied to patients with eye movement disorder.
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基于跨学科脑机接口的RSVP范式研究
大多数基于事件相关电位(ERP)的视觉脑机接口(BCI)拼写器主要使用矩阵布局,通常需要患者在中度眼动的情况下完成拼写。本研究的基本目的是通过引入经典的不需要任何眼动的快速连续视觉呈现(RSVP)拼写方法,从而提高目标字符的可感知性,并将其应用于患有肌萎缩性侧索硬化症(ALS)、脊髓损伤、中风或肌肉萎缩症等动眼神经功能障碍的瘫痪患者。为了验证基于bci的RSVP范式的可行性,对20名参与者进行了一系列快速爆炸的符号测试。闪光刺激的开启时间为88 ms,关闭时间为22 ms。研究了顺序字母对不同颜色靶诱导的影响。P300组件按时间锁定在目标表示上。离线分类表明,在26种可能性中选择目标符号的平均准确率高达90%以上。在一定样本量条件下计算跨受试者准确率时,分类率是变化的,随着样本中受试者数量的增加,分类率最高可达68%。结果表明,基于RSVP拼写者的脑机接口是一种很有前景的新模型,可以应用于眼动障碍患者。
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