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Pulse Wave Cycle Features Analysis of Different Blood Pressure Grades in the Elderly

机译:老年人不同血压等级的脉搏波循环特征分析

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摘要

Background and Objective. The same range of blood pressure values may reflect different vascular functions, especially in the elderly. Therefore, a single blood pressure value may not comprehensively reveal cardiovascular function. This study focused on identifying pulse wave features in the elderly that can be used to show functional differences when blood pressure values are in the same range. Methods. First, pulse data were preprocessed and pulse cycles were segmented. Second, time domain, higher-order statistics, and energy features of wavelet packet decomposition coefficients were extracted. Finally, useful pulse wave features were evaluated using a feature selection and classifier design. Results. A total of 6,075 pulse wave cycles were grouped into 3 types according to different blood pressure levels and each group was divided into 2 categories according to a history of hypertension. The classification accuracy of feature selection in the 3 groups was 97.91%, 95.24%, and 92.28%, respectively. Conclusion. Selected features could be appropriately used to analyze cardiovascular function in the elderly and can serve as the basis for research on a cardiovascular risk assessment model based on Traditional Chinese Medicine pulse diagnosis.
机译:背景和目标。相同的血压值可以反映不同的血管功能,特别是在老年人。因此,单一血压值可能无法全面揭示心血管功能。本研究专注于识别老年人中的脉搏波特征,当血压值在相同范围内时,可以用于显示功能差异。方法。首先,预处理脉冲数据并分段脉冲循环。提取小波分组分解系数的第二,时域,高阶统计和能量特征。最后,使用特征选择和分类器设计评估有用的脉冲波特征。结果。根据不同的血压水平,总共6,075个脉搏波循环分为3种类型,每组根据高血压历史分为2类。 3组特征选择的分类准确性分别为97.91%,95.24%和92.28%。结论。所选特征可以适当地用于分析老年人的心血管功能,可以作为基于中药脉冲诊断的心血管风险评估模型的研究的基础。

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    Shanghai Univ Tradit Chinese Med Shanghai Innovat Ctr TCM Hlth Serv Shanghai 201203 Peoples R;

    Shanghai Univ Tradit Chinese Med Shanghai Innovat Ctr TCM Hlth Serv Shanghai 201203 Peoples R;

    Shanghai Univ Tradit Chinese Med Basic Med Coll Shanghai 201203 Peoples R China;

    Shanghai Univ Tradit Chinese Med Shanghai Innovat Ctr TCM Hlth Serv Shanghai 201203 Peoples R;

    Shanghai Univ Tradit Chinese Med Shanghai Innovat Ctr TCM Hlth Serv Shanghai 201203 Peoples R;

    Shanghai Univ Tradit Chinese Med Shanghai Innovat Ctr TCM Hlth Serv Shanghai 201203 Peoples R;

    Shanghai Univ Tradit Chinese Med Basic Med Coll Shanghai 201203 Peoples R China;

    Shanghai Univ Tradit Chinese Med Basic Med Coll Shanghai 201203 Peoples R China;

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  • 正文语种 eng
  • 中图分类 临床医学;
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