首页> 外文会议>International IEEE/EMBS Conference on Neural Engineering >Exploiting P300 Amplitude Variations Can Improve Classification Accuracy in Donchm's BCI Speller
【24h】

Exploiting P300 Amplitude Variations Can Improve Classification Accuracy in Donchm's BCI Speller

机译:利用P300幅度变化可以提高Donchm BCI拼写的分类准确性

获取原文

摘要

The P300 is an endogenous component of EEG event related potentials which is elicited by rare and significant stimuli. P300s are used increasingly frequently in Brain Computer Interfaces (BCI) because, being naturally elicited in response to external stimuli, users do not need special training. However, P300 waves are hard to detect and, therefore, multiple stimulus presentations are needed before an interface can make a reliable decision. While significant improvements have been made in the detection of P300s, no particular attention has been paid to the variability in shape and timing of P300 waves and its exploitation in BCI. In this paper we start filling this gap, by first documenting and then exploiting a modulation in amplitude of P300 caused by target-to-target interval (TTI) differences. We demonstrate this within the context of the Donchin's speller, which is perhaps the best known example of a BCI system relying on the detection P300 waves, where target-to-target interval variations are induced by stimuli randomisation. In particular we show that by specialising detectors to work with P300s elicited with each TTI, we can further improve the performance of the best known Donchin's speller with minimal changes.
机译:P300是EEG事件相关电位的内源性组分,由罕见和显着的刺激引发。 P300S在脑电脑接口(BCI)中越来越多地使用,因为,自然引起的响应外部刺激,用户不需要特殊培训。然而,P300波很难检测,因此,在接口可以做出可靠的决定之前需要多种刺激演示。虽然在P300S的检测中进行了显着改进,但没有特别注意P300波的形状和时序的变化及其在BCI中的开发。在本文中,我们通过首先记录,然后利用由目标到目标间隔(TTI)差异引起的P300的幅度的调制来开始填充该差距。我们在Donchin拼写的背景下展示了这一点,这可能是依赖于检测P300波的BCI系统的最佳已知示例,其中通过刺激随机化引起目标到目标间隔变化。特别是我们表明,通过专门调整探测器与每个TTI引出的P300,我们可以进一步提高最着名的Donchin拼写的性能,最小的变化。

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