开发用于治疗睡眠前障碍的模糊神经反馈

E. Vafaei, Mohammad Saleh Khajeh Hosseini, S. M. Shushtarian
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引用次数: 2

摘要

从清醒到睡眠前的过渡过程中的干扰会导致睡眠障碍。这种情况每天入睡前都会发生。我们开发了θ / α神经反馈来研究成功和快速地过渡到睡眠前。通过拇指和食指之间的压力减少导致的意识相应减少,证实了成功过渡到睡眠前。根据成功阈值,神经反馈试验被划分为成功或不成功,成功阈值是由先前的试验获得的,以供下一次试验使用。我们开发了一种基于从清醒到睡眠前过渡的数据分布模式的监督模糊分类器。利用模糊分类器对不同时段的T/A功率比特征进行反馈。结果表明,神经反馈对睡眠前发作和T/ a功率比的增加有显著的影响,这意味着神经反馈可以作为治疗睡眠障碍的有效方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Developing a fuzzy theta alpha neurofeedback for treatment of pre-sleep disorders
Disturbance in transition from being awake to pre-sleep can cause sleep disorders. This situation may occur every day before falling asleep. We developed a theta/alpha neurofeedback to investigate successful and fast transition into pre-sleep. Successful transition into pre-sleep was verified by the corresponding decrease in the consciousness derived by decrease in pressure between thumb and index finger. Neurofeedback trials were categorized as successful or unsuccessful, based on success threshold which was obtained from prior trial for utilize in next trial. We developed a supervised fuzzy classifier based on data distribution pattern of transition from being awake to pre-sleep. A relaxing audio music was fed back by fuzzy classifier proportional to signature of T/A Power ratio over sessions. The results show neurofeedback has a significant effect on the pre-sleep onset and increase in T/A power ratio which means NF can be applied as useful treatment for sleep disorders.
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