Department of Physics, Indian Institute of Technology, Bombay, Powai, Mumbai 400 076, India.
Department of Chemical and Biological Engineering and School of Biomedical Engineering, Colorado State University, Fort Collins, CO 80523, United States of America.
J Neural Eng. 2022 Jul 29;19(4). doi: 10.1088/1741-2552/ac817f.
. Periodic photic stimulation of human volunteers at 10 Hz is known to entrain their electroencephalography (EEG) signals. This entrainment manifests as an increment in power at 10, 20, 30 Hz. We observed that this entrainment is accompanied by the emergence of sub-harmonics, but only at specific frequencies and higher intensities of the stimulating signal. Thereafter, we describe our results and explain them using the physiologically inspired Jansen and Rit neural mass model (NMM).. Four human volunteers were separately exposed to both high and low intensity 10 Hz and 6 Hz stimulation. A total of four experiments per subject were therefore performed. Simulations and bifurcation analysis of the NMM were carried out and compared with the experimental findings.High intensity 10 Hz stimulation led to an increment in power at 5 Hz across all the four subjects. No increment of power was observed with low intensity stimulation. However, when the same protocol was repeated with a 6 Hz photic stimulation, neither high nor low intensity stimulation were found to cause a discernible change in power at 3 Hz. We found that the NMM was able to recapitulate these results. A further numerical analysis indicated that this arises from the underlying bifurcation structure of the NMM.. The excellent match between theory and experiment suggest that the bifurcation properties of the NMM are mirroring similar features possessed by the actual neural masses producing the EEG dynamics. NMMs could thus be valuable for understanding properties and pathologies of EEG dynamics, and may contribute to the engineering of brain-computer interface technologies.
. 已知以 10Hz 的频率对人类志愿者进行周期性光刺激可使他们的脑电图(EEG)信号同步。这种同步表现为 10、20、30Hz 处的功率增加。我们观察到这种同步伴随着次谐波的出现,但仅在刺激信号的特定频率和更高强度下出现。之后,我们描述了我们的结果,并使用受生理启发的 Jansen 和 Rit 神经质量模型(NMM)来解释它们。. 四位志愿者分别接受了高强度 10Hz 和低强度 6Hz 的刺激。因此,每个受试者总共进行了四次实验。对 NMM 进行了模拟和分岔分析,并将其与实验结果进行了比较。高强度 10Hz 刺激导致所有四个受试者的 5Hz 处功率增加。低强度刺激没有观察到功率增加。然而,当以相同的方案重复 6Hz 光刺激时,无论是高强度还是低强度刺激都没有发现能在 3Hz 处引起可察觉的功率变化。我们发现 NMM 能够重现这些结果。进一步的数值分析表明,这是由于 NMM 的基础分岔结构造成的。. 理论与实验的良好匹配表明,NMM 的分岔特性反映了产生 EEG 动力学的实际神经群所具有的类似特征。NMM 因此可用于理解 EEG 动力学的特性和病理,并可能有助于脑机接口技术的工程设计。