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一种实时、无刺激伪迹的非植入式双向脑机接口解决方案。

A Real-Time Non-Implantation Bi-Directional Brain-Computer Interface Solution Without Stimulation Artifacts.

出版信息

IEEE Trans Neural Syst Rehabil Eng. 2023;31:3566-3575. doi: 10.1109/TNSRE.2023.3311750. Epub 2023 Sep 11.

Abstract

The non-implantation bi-directional brain-computer interface (BCI) is a neural interface technology that enables direct two-way communication between the brain and the external world by both "reading" neural signals and "writing" stimulation patterns to the brain. This technology has vast potential applications, such as improving the quality of life for individuals with neurological and mental illnesses and even expanding the boundaries of human capabilities. Nonetheless, non-implantation bi-directional BCIs face challenges in generating real-time feedback and achieving compatibility between stimulation and recording. These issues arise due to the considerable overlap between electrical stimulation frequencies and electrophysiological recording frequencies, as well as the impediment caused by the skull to the interaction of external and internal currents. To address those challenges, this work proposes a novel solution that combines the temporal interference stimulation paradigm and minimally invasive skull modification. A longitudinal animal experiment has preliminarily validated the feasibility of the proposed method. In signal recording experiments, the average impedance of our scheme decreased by 4.59 kΩ , about 67%, compared to the conventional technique at 18 points. The peak-to-peak value of the Somatosensory Evoked Potential increased by 8%. Meanwhile, the signal-to-noise ratio of Steady-State Visual Evoked Potential increased by 5.13 dB, and its classification accuracy increased by 44%. The maximum bandwidth of the resting state rose by 63%. In electrical stimulation experiments, the signal-to-noise ratio of the low-frequency response evoked by our scheme rose by 8.04 dB, and no stimulation artifacts were generated. The experimental results show that signal quality in acquisition has significantly improved, and frequency-band isolation eliminates stimulation artifacts at the source. The acquisition and stimulation pathways are real-time compatible in this non-implantation bi-directional BCI solution, which can provide technical support and theoretical guidance for creating closed-loop adaptive systems coupled with particular application scenarios in the future.

摘要

非植入式双向脑机接口 (BCI) 是一种神经接口技术,通过“读取”神经信号和“写入”刺激模式到大脑,实现大脑与外部世界的直接双向通信。这项技术具有广泛的潜在应用,例如改善神经和精神疾病患者的生活质量,甚至扩展人类能力的边界。然而,非植入式双向 BCI 在产生实时反馈和实现刺激与记录兼容性方面面临挑战。这些问题源于电刺激频率和电生理记录频率之间的大量重叠,以及头骨对外部和内部电流相互作用的阻碍。为了解决这些挑战,这项工作提出了一种新的解决方案,将时变干扰刺激范式和微创颅骨修改相结合。一项纵向动物实验初步验证了所提出方法的可行性。在信号记录实验中,与传统技术相比,我们的方案在 18 个点处的平均阻抗降低了 4.59 kΩ,约为 67%。体感诱发电位的峰峰值增加了 8%。同时,稳态视觉诱发电位的信噪比提高了 5.13 dB,分类准确率提高了 44%。静息状态的最大带宽增加了 63%。在电刺激实验中,我们的方案诱发的低频响应的信噪比提高了 8.04 dB,且没有产生刺激伪影。实验结果表明,采集的信号质量显著提高,并且频带隔离消除了源处的刺激伪影。在这个非植入式双向 BCI 解决方案中,采集和刺激通路在实时上是兼容的,为未来与特定应用场景相结合的闭环自适应系统提供了技术支持和理论指导。

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