Abstract
Steady state visual evoked potential (SSVEP)-based brain computer interface (BCI) has advantages of high information transfer rate (ITR), less electrodes and little training. So it has been widely investigated. However, the available stimulus frequencies are limited by brain responses. Simultaneous modulation of stimulus luminance is a novel method to resolve this problem. In this study, three experiments were devised to gain a deeper understanding of the brain response to the stimulation using inter-modulation frequencies. First, luminance-based stimulation using one to five inter-modulation frequencies was analyzed for the first time. The characteristics of the brain responses to the proposed stimulation were reported. Second, the motion-based stimulation with equal luminance using inter-modulation frequencies was also proposed for the first time. The response of the brain under these conditions were similar to that of luminance-based stimulation which can induce combination frequencies. And an elementary analysis was conducted to explain the reason of the occurrence of combination frequencies. Finally, the online test demonstrated the efficacy of our proposed two stimulation methods for BCI. The average ITRs reached 34.7836 bits/min and 39.2856 bits/min for luminance-based and motion-based stimulation respectively. This study demonstrated that the simultaneous modulation of stimulus luminance could extend to at least five frequencies to induce SSVEP and the brain response to the stimulus still maintained a certain positive correlation with luminance. And not only luminance-based stimulation, but also motion-based stimulation with equal luminance can elicit inter-modulation frequencies to effectively increase the number of targets for multi-class SSVEP.
Highlights
Steady-state visual evoked potentials (SSVEP) are induced by visual stimulation containing a constant flickering frequency [1] ranging from 1 to 100 Hz [2]
The results show that the brain response to stimulation using multiple inter-modulation frequencies still maintains a certain positive correlation with luminance and that both proposed methods can encode more target stimuli with limited frequencies
As for the stimulus with 16+15+14 Hz, the peak at 14 Hz in the power spectrum density (PSD) may have been evoked by 14 Hz in the stimulus or in the combination frequency (14 = 2 × 15–16)
Summary
Steady-state visual evoked potentials (SSVEP) are induced by visual stimulation containing a constant flickering frequency [1] ranging from 1 to 100 Hz [2]. The low frequency bands (5– 12 Hz), middle frequency bands(12–30 Hz) and high frequency bands (30–60 Hz) are the three main frequency ranges. In the low and medium frequency bands, SSVEPs at 15 Hz show. Brain response to L&M stimulation using inter-modulation frequencies analysis, decision to publish, or preparation of the manuscript
Published Version (Free)
Talk to us
Join us for a 30 min session where you can share your feedback and ask us any queries you have