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Does tactile feedback enhance single-trial detection of error-related eeg potentials?

机译:触觉反馈是否增强了与错误相关的脑电势的单次试验检测?

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Error-related electroencephalographic (EEG) potentials (ErrPs) have been explored to improve the reliability of modern Brain-Computer Interfaces (BCIs), thanks to the information they carry about user awareness of erroneous responses. ErrPs detection on a single-trial basis has been successfully demonstrated, and proved to effectively enhance human-computer interaction and BCI performance. Previous studies tested ErrPs elicited by providing either visual or tactile feedback, showing similar results for all feedback modalities. In the present work, we tested: 1) whether the addition of tactile feedback can improve the detection of ErrP, when used in combination and not alternatively to visual feedback; 2) whether a mismatch between the two different sensory channels can enhance ErrP detection. Results on a study carried out on 12 healthy subjects show that the addition of tactile stimuli significantly affects single-trial ErrP recognition (AUC increment of 4.3%) without significant difference in case of concordant or discordant visual and tactile stimuli.
机译:由于与错误有关的脑电图(EEG)可能会携带有关错误响应的用户意识的信息,因此已探索出与错误相关的脑电图(EEG)电位(ErrP),以提高现代脑机接口(BCI)的可靠性。已成功演示了基于ErrPs的单次检测,可以有效增强人机交互和BCI性能。先前的研究测试了通过提供视觉或触觉反馈引发的ErrP,对于所有反馈方式显示出相似的结果。在目前的工作中,我们测试了:1)结合使用触觉反馈是否可以改善ErrP的检测,结合使用而不是替代视觉反馈; 2)两个不同的感觉通道之间的不匹配是否可以增强ErrP检测。一项针对12位健康受试者的研究结果表明,增加触觉刺激会明显影响单次ErrP识别(AUC增量为4.3%),而在视觉和触觉刺激一致或不一致的情况下,差异均无显着性。

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