首页> 外文会议>IEEE Signal Processing in Medicine and Biology Symposium >Stimuli with opponent colors and higher bit rate enable higher accuracy for C-VEP BCI
【24h】

Stimuli with opponent colors and higher bit rate enable higher accuracy for C-VEP BCI

机译:具有对手色彩的刺激和更高的比特率使C-VEP BCI的准确性更高

获取原文

摘要

Steady state visual evoked potentials are widely exploited in EEG-based BCI systems. Frequency and code based flickering stimuli are the two major methods used to induce SSVEP responses. Considering the tiring effect of flashing icons in the long run, the less noticeable the flashes become, the more tolerable they will be. Based on the user ratings, who experienced both, code and frequency based stimulation, the code based method is less tiring. Hence, we used our SSVEP based BCI system in the code-based mode for this study. Among several aspects of stimuli affecting the system performance and user experience, for this study, we considered color, bit presentation rate and the control bit sequence length as three significant factors. Our main goal is to achieve more pleasant stimuli, while maintaining a high performance. Although, these factors seldom coincide, but, our findings showed that it is possible to find an almost optimum point of operation. In this study, a battery of calibration sessions with three different opponent color pairs of black and white, red and green and blue and yellow, three bit presentation rates of 30, 60 and 110 bps and three control bit sequence lengths of 31, 63 and 127 bits were performed. Our findings are suggestive of a performance increase using opponent colorful pairs as opposed to black and white, with the red-green color pair exceeding the performance of others. Consistently, among all the individuals participating in the study, one second of EEG evidence seems to be adequate to maximize the classification accuracy. This translates to {60 bps , 63 bits} and {110 bps, 127 bits} pairs of bit presentation rate and m-sequence length being the best performers. With a slight decrease in classification performance, half a second of EEG data could be considered when speed is of concern.
机译:稳态视觉诱发电位在基于EEG的BCI系统中得到了广泛的利用。基于频率和代码的闪烁刺激是用于诱导SSVEP响应的两种主要方法。从长远来看,考虑到闪烁图标的疲劳效果,闪烁变得越不明显,它们的容忍度就越高。基于经历过基于代码和基于频率的刺激的用户评级,基于代码的方法较不累人。因此,在本研究中,我们以基于代码的模式使用了基于SSVEP的BCI系统。在刺激影响系统性能和用户体验的几个方面中,对于本研究,我们将颜色,位表示速率和控制位序列长度视为三个重要因素。我们的主要目标是在保持高性能的同时获得更多愉悦的刺激。虽然,这些因素很少重合,但是,我们的发现表明,有可能找到几乎最佳的手术点。在这项研究中,进行了一系列校准会话,其中包括三种不同的对手颜色对:黑白,红色,绿色,蓝色和黄色,三位显示速率分别为30、60和110 bps,三位控制位序列长度分别为31、63和进行了127位。我们的发现表明,使用对手彩色对而不是黑白可提高性能,而红绿色对则优于其他颜色。一致地,在所有参与研究的个体中,EEG证据的一秒似乎足以使分类准确性最大化。这表示{60 bps,63位}和{110 bps,127位}对的位表示速率和m序列长度是最佳的。由于分类性能略有下降,当需要考虑速度时,可以考虑使用半秒的EEG数据。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号