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基于不可察觉视觉和听觉刺激反应的混合脑机接口研究

[Research on hybrid brain-computer interface based on imperceptible visual and auditory stimulation responses].

作者信息

Pang Zexin, Wang Yijun, Dong Qingpeng, Cheng Zijian, Li Zhaohui, Zhang Ruoqing, Cui Hongyan, Chen Xiaogang

机构信息

Institute of Biomedical Engineering, Chinese Academy of Medical Sciences and Peking Union Medical College, Tianjin 300192, P. R. China.

Institute of Semiconductors, Chinese Academy of Sciences, Beijing 100083, P. R. China.

出版信息

Sheng Wu Yi Xue Gong Cheng Xue Za Zhi. 2025 Aug 25;42(4):660-667. doi: 10.7507/1001-5515.202504033.

Abstract

In recent years, hybrid brain-computer interfaces (BCIs) have gained significant attention due to their demonstrated advantages in increasing the number of targets and enhancing robustness of the systems. However, Existing studies usually construct BCI systems using intense auditory stimulation and strong central visual stimulation, which lead to poor user experience and indicate a need for improving system comfort. Studies have proved that the use of peripheral visual stimulation and lower intensity of auditory stimulation can effectively boost the user's comfort. Therefore, this study used high-frequency peripheral visual stimulation and 40-dB weak auditory stimulation to elicit steady-state visual evoked potential (SSVEP) and auditory steady-state response (ASSR) signals, building a high-comfort hybrid BCI based on weak audio-visual evoked responses. This system coded 40 targets via 20 high-frequency visual stimulation frequencies and two auditory stimulation frequencies, improving the coding efficiency of BCI systems. Results showed that the hybrid system's averaged classification accuracy was (78.00 ± 12.18) %, and the information transfer rate (ITR) could reached 27.47 bits/min. This study offers new ideas for the design of hybrid BCI paradigm based on imperceptible stimulation.

摘要

近年来,混合脑机接口(BCI)因其在增加目标数量和增强系统鲁棒性方面所展现出的优势而备受关注。然而,现有研究通常使用强烈的听觉刺激和强烈的中央视觉刺激来构建BCI系统,这导致用户体验不佳,并表明需要提高系统的舒适度。研究证明,使用外周视觉刺激和较低强度的听觉刺激可以有效提高用户的舒适度。因此,本研究使用高频外周视觉刺激和40分贝的弱听觉刺激来诱发稳态视觉诱发电位(SSVEP)和听觉稳态反应(ASSR)信号,基于弱视听诱发反应构建了一个高舒适度的混合BCI。该系统通过20个高频视觉刺激频率和两个听觉刺激频率对40个目标进行编码,提高了BCI系统的编码效率。结果表明,该混合系统的平均分类准确率为(78.00±12.18)%,信息传输率(ITR)可达27.47比特/分钟。本研究为基于不易察觉刺激的混合BCI范式设计提供了新思路。

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