基于新型动脉脉冲采集系统的多通道信号否定算法可靠的评估方法
Chao Chen1, Zhendong Chen1, Yuqi Zhou2
1School of Computer Science and Engineering, Sun Yat-Sen University, Guangzhou, 510006, China.
Heliyon
|March 7, 2024
概括
这项研究引入了一种新的方法,用于评估使用现实世界的噪音的多通道脉冲信号消音算法. 这些发现表明,基于RPCA的算法在脉冲波分析中的多通道无误处理中优越.
科学领域:
- 生物医学工程 生物医学工程
- 信号处理 信号处理
背景情况:
- 触觉传感器测量多通道脉冲信号,用于脉冲波分析 (PWA).
- 由于对噪声机制的调查不足和没有参考信号,现有的PWA无声算法缺乏客观评估.
研究的目的:
- 建立一个客观的评估方法,用于多通道脉冲信号否定算法.
- 评估PWA中各种无线化算法的有效性.
主要方法:
- 通过对参考信号叠加现实世界多通道噪声来开发动脉脉冲采集系统.
- 使用SphygmoCor和一个单轴噪声采集装置获取单个参考脉冲信号和多通道噪声.
- 通过使用振幅相对误差 (ARE),平均平方误差 (MSE) 和增加百分比信号噪声比率 (SNR%) 评估了八种消噪算法.
主要成果:
- 拟议的方法可以准确客观地评估多通道脉冲信号的噪声.
- 经典的单通道消噪算法不适合多通道应用.
- 基于RPCA的算法在每个通道独立的脉冲信号中表现出有效性.
结论:
- 这项研究为客观评估脉冲信号消音提供了基础.
- 这些发现为心血管医学中数据驱动的临床诊断提供了洞察力.
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