{"title":"Modified pattern-reversal visual checkerboard stimuli with dual alternating frequencies for multi-class ssvep-based brain-computer interfaces","authors":"Changhee Han, Han-Jeong Hwang, C. Im","doi":"10.1109/IWW-BCI.2013.6506640","DOIUrl":null,"url":null,"abstract":"In this study, a new dual-frequency stimulation method that can produce more visual stimuli with limited number of stimulation frequencies was proposed for use in multiclass SSVEP-based BCI systems. The new stimulation was based on a conventional black-white checkerboard pattern; however, unlike the conventional approach, ten visual stimuli could be generated by combining four different stimulation frequencies. Through the offline experiments, we confirmed that all ten visual stimuli could evoke distinct and discriminable single SSVEP peaks, of which the SNRs were high enough to be used for practical SSVEP-based BCI systems. In order to demonstrate the feasibility of the proposed method, a mental keypad system was implemented and online experiments were conducted with additional ten participants, from which we achieved an average information transfer rate of 33.26 bits per minute and an average accuracy of 87.23 %.","PeriodicalId":129758,"journal":{"name":"2013 International Winter Workshop on Brain-Computer Interface (BCI)","volume":"112 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2013-04-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2013 International Winter Workshop on Brain-Computer Interface (BCI)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/IWW-BCI.2013.6506640","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1
Abstract
In this study, a new dual-frequency stimulation method that can produce more visual stimuli with limited number of stimulation frequencies was proposed for use in multiclass SSVEP-based BCI systems. The new stimulation was based on a conventional black-white checkerboard pattern; however, unlike the conventional approach, ten visual stimuli could be generated by combining four different stimulation frequencies. Through the offline experiments, we confirmed that all ten visual stimuli could evoke distinct and discriminable single SSVEP peaks, of which the SNRs were high enough to be used for practical SSVEP-based BCI systems. In order to demonstrate the feasibility of the proposed method, a mental keypad system was implemented and online experiments were conducted with additional ten participants, from which we achieved an average information transfer rate of 33.26 bits per minute and an average accuracy of 87.23 %.
本研究提出了一种新的双频刺激方法,该方法可以在有限的刺激频率下产生更多的视觉刺激,用于基于ssvep的多级脑机接口系统。新的刺激是基于传统的黑白棋盘图案;然而,与传统方法不同的是,通过组合四种不同的刺激频率,可以产生十种视觉刺激。通过离线实验,我们证实了所有10种视觉刺激都能引起明显且可区分的单SSVEP峰,其中信噪比足够高,可以用于实际的基于SSVEP的脑机接口系统。为了验证该方法的可行性,我们设计了一个心理键盘系统,并进行了10人的在线实验,实验结果表明,该系统的平均信息传输率为33.26 bit / min,平均准确率为87.23%。