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METHOD OF CREATING ANESTHETIC CONSCIOUSNESS INDEX WITH ARTIFICIAL NEURAL NETWORK

机译:用人工神经网络建立麻醉意识指数的方法

摘要

A method of creating an anesthetic consciousness index with an artificial neural network includes, obtaining physiological signals, including electroencephalographic signals and eye movement signals, from subjects during a physiological signal monitoring process; filtering noise out of the physiological signals by empirical mode decomposition (EMD); calculating sample entropy values of the noise-removed physiological signals; obtaining sample entropy value sets of the physiological signals; repeating the aforesaid steps to effectuate measurement, noise-filtering, and sample entropy value calculation of the subjects' physiological signals and thus obtain a sample entropy value set; and applying an artificial neural network in conducting regression analysis of the sample entropy value set and a set of levels of consciousness measured with a physiological signal monitor during the physiological signal monitoring process, thereby creating the anesthetic consciousness index model for evaluating the level of consciousness of an anesthetized patient during the physiological signal monitoring process.
机译:一种利用人工神经网络创建麻醉意识指标的方法,包括:在生理信号监测过程中,从受试者获取生理信号,包括脑电图信号和眼动信号。通过经验模式分解(EMD)从生理信号中滤除噪声;计算去除噪声的生理信号的样本熵值;获取生理信号的样本熵值集;重复上述步骤以完成对受试者生理信号的测量,噪声滤波和样本熵值计算,从而获得样本熵值集;应用人工神经网络对生理信号监测过程中样本熵值集和生理信号监测器测得的意识水平进行回归分析,从而建立麻醉意识指数模型,以评价麻醉意识水平。在生理信号监测过程中麻醉的患者。

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