Automatic Sleep Quality Analysis Using an Artificial Intelligence algorithm and EEG Signal Processing

M. Touil, Lhoussain Bahatti, Abdelmounime Elmagri
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Abstract

Sleep is not a luxury. It is a necessity. If people sleep well, they will be more productive and start the morning in an excellent mood. On the other hand, people who don’t sleep well. They start their morning very drowsy irrespective of the other effects on their health. Such as the disturbance of the circadian rhythm and so on. In this paper an automatic hybrid algorithm is developed to analyze sleep quality using basically the EEG (Electroencephalogram) signal and polysomnographic report. The idea behind this is to perform the EEG signal processing in such a way as to be classified according to the sleep stages. Finally, we check if the subject passed through all the sleep cycles or not. in order to carry out this work Python version 3 was used.
利用人工智能算法和脑电图信号处理自动分析睡眠质量
睡眠不是奢侈品。它是必需品。如果人们睡得好,他们的工作效率会更高,早上起来心情也会非常好。另一方面,睡眠不好的人。他们一早起来就昏昏欲睡,而不顾对健康的其他影响。比如昼夜节律紊乱等等。本文开发了一种自动混合算法,主要利用脑电图(EEG)信号和多导睡眠图报告来分析睡眠质量。其背后的理念是以这样一种方式进行脑电图信号处理,以便根据睡眠阶段进行分类。最后,我们检查受试者是否通过了所有睡眠周期。为了完成这项工作,我们使用了 Python 版本 3。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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