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Beware: Recruitment of Muscle Activity by the EEG-Neurofeedback Trainings of High Frequencies

机译:当心:高频EEG-Neurofeedback训练招募肌肉活动

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EEG-neurofeedback (NFB) became a very popular method aimed at improving cognitive and behavioral performance. However, the EMG frequency spectrum overlies the higher EEG oscillations and the NFB trainings focusing on these frequencies is hindered by the problem of EMG load in the information fed back to the subjects. In such a complex signal, it is highly probable that the most controllable component will form the basis for operant conditioning. This might cause different effects in the case of various training protocols and therefore needs to be carefully assessed before designing training protocols and algorithms. In the current experiment a group of healthy adults (n = 14) was trained by professional trainers to up-regulate their beta1 (15–22 Hz) band for eight sessions. The control group (n = 18) underwent the same training regime but without rewards for increasing beta. In half of the participants trained to up-regulate beta1 band (n = 7) a systematic increase in tonic EMG activity was identified offline, implying that muscle activity became a foundation for reinforcement in the trainings. The remaining participants did not present any specific increase of the trained beta1 band amplitude. The training was perceived effective by both trainers and the trainees in all groups. These results indicate the necessity of proper control of muscle activity as a requirement for the genuine EEG-NFB training, especially in protocols that do not aim at the participants’ relaxation. The specificity of the information fed back to the participants should be of highest interest to all therapists and researchers, as it might irreversibly alter the results of the training.
机译:脑电神经反馈(NFB)成为一种非常流行的旨在改善认知和行为表现的方法。但是,EMG频谱覆盖了较高的EEG振荡,而反馈给受试者的信息中的EMG负荷问题阻碍了针对这些频率的NFB训练。在如此复杂的信号中,最可能控制的组件将构成操作条件的基础。在各种训练方案的情况下,这可能会导致不同的效果,因此在设计训练方案和算法之前需要仔细评估。在当前的实验中,一组健康的成年人(n = 14)受到专业培训师的训练,以上调他们的beta1(15-22 Hz)频段八段。对照组(n = 18)接受了相同的训练方式,但是没有增加beta的奖励。在接受培训以上调beta1带(n = 7)的参与者中,有一半在离线状态下发现了补品EMG活动的系统性增加,这意味着肌肉活动已成为强化训练的基础。其余的参与者没有表现出受过训练的beta1带幅度的任何特定增加。所有组的培训人员和受训人员都认为培训是有效的。这些结果表明,对肌肉活动的适当控制是进行真正的EEG-NFB训练的必要条件,尤其是在不以参与者放松为目标的方案中。反馈给参与者的信息的特殊性应该是所有治疗师和研究人员最感兴趣的,因为它可能会不可逆转地改变培训的结果。

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