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频率叠加 - 基于 SSVEP 的脑机接口中的一种多频率刺激方法。

Frequency Superposition - A Multi-Frequency Stimulation Method in SSVEP-based BCIs.

出版信息

Annu Int Conf IEEE Eng Med Biol Soc. 2021 Nov;2021:5924-5927. doi: 10.1109/EMBC46164.2021.9630511.

Abstract

The steady-state visual evoked potential (SSVEP) is one of the most widely used modalities in brain-computer interfaces (BCIs) due to its many advantages. However, the existence of harmonics and the limited range of responsive frequencies in SSVEP make it challenging to further expand the number of targets without sacrificing other aspects of the interface or putting additional constraints on the system. This paper introduces a novel multi-frequency stimulation method for SSVEP and investigates its potential to effectively and efficiently increase the number of targets presented. The proposed stimulation method, obtained by the superposition of the stimulation signals at different frequencies, is size-efficient, allows single-step target identification, puts no strict constraints on the usable frequency range, can be suited to self-paced BCIs, and does not require specific light sources. In addition to the stimulus frequencies and their harmonics, the evoked SSVEP waveforms include frequencies that are integer linear combinations of the stimulus frequencies. Results of decoding SSVEPs collected from nine subjects using canonical correlation analysis (CCA) with only the frequencies and harmonics as reference, also demonstrate the potential of using such a stimulation paradigm in SSVEP-based BCIs.

摘要

稳态视觉诱发电位(SSVEP)是脑机接口(BCI)中应用最广泛的模式之一,具有许多优点。然而,SSVEP 存在谐波,响应频率范围有限,这使得在不牺牲接口的其他方面或对系统施加额外限制的情况下,进一步增加目标数量变得具有挑战性。本文提出了一种新的 SSVEP 多频率刺激方法,并研究了其有效提高呈现目标数量的潜力。通过在不同频率叠加刺激信号得到的建议刺激方法,不仅尺寸效率高,支持单步目标识别,对可用频率范围没有严格限制,能够适应自定步速的 BCI,而且不需要特定的光源。除了刺激频率及其谐波外,诱发的 SSVEP 波形还包括刺激频率的整数线性组合的频率。使用典型相关分析(CCA)仅以频率和谐波作为参考,从 9 名受试者解码 SSVEP 的结果也证明了在基于 SSVEP 的 BCI 中使用这种刺激范式的潜力。

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