PPG signal-based phase-space reconstruction identity recognition method
The invention provides a PPG signal-based phase-space reconstruction identity recognition method. The method comprises the following steps of 1) collecting a PPG signal; 2) preprocessing the signal obtained in the step 1); 3) extracting a high-quality waveform of the signal in the step 2); 4) solvin...
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Format: | Patent |
Sprache: | chi ; eng |
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Zusammenfassung: | The invention provides a PPG signal-based phase-space reconstruction identity recognition method. The method comprises the following steps of 1) collecting a PPG signal; 2) preprocessing the signal obtained in the step 1); 3) extracting a high-quality waveform of the signal in the step 2); 4) solving the optimal delay time by adopting a mutual information method; 5) solving a minimum embedded dimension by adopting a Cao method to realize phase space reconstruction of the signal; (6) searching a chaotic attractor in a phase space; (7) extracting feature points according to morphological features of the attractor; and (8) carrying out classification and identification by utilizing an integrated learning algorithm.
本发明提出了一种基于PPG信号的相空间重构身份识别方法,包括以下步骤:步骤1)采集PPG信号;步骤2)对步骤1)获取的信号进行预处理;步骤3)提取步骤2)信号的优质波形;步骤4)采用互信息法求最佳延迟时间;步骤5)采用Cao方法求最小嵌入维数实现信号的相空间重构;步骤6)在相空间中寻找混沌吸引子;步骤7)根据吸引子形态特征提取特征点;步骤8)利用集成学习算法进行分类识别,本发明提高了身份识别的正确率和安全性。 |
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