首页> 外文会议>Nordic-Baltic Conference on Biomedical Engineering and Medical Physics >Development of a Bio-Impedance Signal Simulator on the Basis of the Regression Based Model of the Cardiac and Respiratory Impedance Signals
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Development of a Bio-Impedance Signal Simulator on the Basis of the Regression Based Model of the Cardiac and Respiratory Impedance Signals

机译:基于心脏和呼吸阻抗信号的回归模型的生物阻抗信号模拟器的开发

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摘要

A software implemented bio-impedance signal simulator (BISS) is proposed, which can imitate real bio-impedance phenomena for analyzing the performance of various signal processing methods and algorithms. The underlying mathematical models are built by means of a curve-fitting regression method. Three mathematical models were compared polynomial, Fourier series and sum of sine waves with four different measured impedance cardiography (ICG) datasets and two clean ICG and impedance respirography (IRG) datasets were taken as the basis of the signals. Statistical analysis (sum of squares error, correlation and execution time) implies that Fourier series is best suited. The models of the ICG and IRG signals are integrated into the proposed simulator. In the simulator the correlation between heart rate and respiration rate are taken into account by means of ratio between them (5:1 respectively).
机译:提出了一种实现的生物阻抗信号模拟器(BISS),其可以模仿真实的生物阻抗现象,用于分析各种信号处理方法和算法的性能。底层数学模型是通过曲线拟合回归方法构建的。将三种数学模型进行比较多项式,傅里叶串联和具有四种不同测量的阻抗心图(ICG)数据集的正弦波和,以及两个清洁ICG和阻抗呼吸(IRG)数据集作为信号的基础。统计分析(正方形误差,相关和执行时间)意味着傅立叶系列最适合。 ICG和IRG信号的模型集成到所提出的模拟器中。在模拟器中,通过(分别为5:1)之间的比率考虑心率和呼吸率之间的相关性。

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