一种基于低频周期性听觉运动刺激范式的空间听觉脑机接口。

IF 4.4 2区 医学 Q2 ENGINEERING, BIOMEDICAL
Huanqing Zhang, Jun Xie, Chenguang Zhao, Zhiwei Jin, Fangzhao Du, Yujie Chen, Guanghua Xu, Qing Tao, Min Li
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引用次数: 0

摘要

本研究旨在通过在空间音频环境中低频刺激下建立基于稳态运动听觉诱发电位(SSMAEP)的双靶点和三靶点范式,提高听觉脑机接口(bci)的性能。SSMAEP是由听觉刺激引起的,听觉空间位置表现为周期性和离散性的变化。方法:设计周期性听觉运动刺激范式诱发SSMAEP。开发了双靶点和三靶点ssmaep - bci。对于双靶点SSMAEP-BCI,两个不同运动频率的周期性听觉运动刺激分别位于头部左侧(2 Hz)和右侧(1.6 Hz)。对于三靶点SSMAEP-BCI,三个不同运动频率的周期性听觉运动刺激分别位于头部前方(2hz)、左侧(2.4 Hz)和右侧(1.6 Hz)。结果:SSMAEP振幅受听觉选择性注意的调节。在双目标脑机接口中,离线实验的峰值平均信息传输速率(ITR)为7.70 bits/min,在线实验的平均准确率为82.83%,ITR为4.41 bits/min。三目标BCI离线时的峰值ITR为12.04 bits/min,在线时的平均准确率为80.45%,ITR为7.05 bits/min。结论:本研究证实了空间低频ssmaep - bci的可行性和增强性能。意义:这种新颖的SSMAEP-BCI方法为增强听觉BCI性能提供了一个有希望的方向,有可能改善复杂环境下的用户体验和应用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Novel Spatial Auditory Brain-Computer Interface based on Low-Frequency Periodic Auditory Motion Stimulation Paradigm.

This study aims to improve the performance of auditory brain-computer interfaces (BCIs) by developing two-target and three-target paradigms based on steady-state motion auditory evoked potential (SSMAEP) using low-frequency stimuli in a spatial audio environment. SSMAEP is elicited by auditory stimuli exhibited by periodic and discrete changes in auditory spatial position.

Methods: We designed a periodic auditory motion stimulation paradigm to evoke SSMAEP. Two-target and three-target SSMAEP-BCIs were developed. For the two-target SSMAEP-BCI, two periodic auditory motion stimuli with different motion frequencies were located on the left (2 Hz) and right (1.6 Hz) sides of the head, respectively. For the three-target SSMAEP-BCI, three periodic auditory motion stimuli with different motion frequencies were located on the front (2 Hz), left (2.4 Hz) and right (1.6 Hz) sides of the head, respectively.

Results: SSMAEP amplitudes were modulated by auditory selective attention. In the two-target BCI, the offline experiments showed a peak average information transfer rate (ITR) of 7.70 bits/min, while the online experiments had a mean accuracy of 82.83% and an ITR of 4.41 bits/min. The three-target BCI achieved a peak ITR of 12.04 bits/min offline, with an online mean accuracy of 80.45% and an ITR of 7.05 bits/min.

Conclusion: The study confirms the feasibility and enhanced performance of spatial low-frequency SSMAEP-BCIs.

Significance: This novel approach to SSMAEP-BCI offers a promising direction for enhancing auditory BCI performance, potentially improving user experience and application in complex environments.

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来源期刊
IEEE Transactions on Biomedical Engineering
IEEE Transactions on Biomedical Engineering 工程技术-工程:生物医学
CiteScore
9.40
自引率
4.30%
发文量
880
审稿时长
2.5 months
期刊介绍: IEEE Transactions on Biomedical Engineering contains basic and applied papers dealing with biomedical engineering. Papers range from engineering development in methods and techniques with biomedical applications to experimental and clinical investigations with engineering contributions.
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