诊断医疗系统非平稳心率变异性数学模拟的比较分析

S. V. Bozhokin, I. B. Suslova
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引用次数: 1

摘要

实现心律自动调节的可靠数学程序和软件系统是医疗信息物理系统(MCPS)的重要组成部分,包括心律信号的记录、诊断结论的处理和形成以及随后对患者病情的纠正。为了在早期阶段检测和纠正不同性质的心律失常,我们将考虑非平稳心率变异性(NHRV)的数学模拟问题。与传统的调幅信号(AMR)的节奏图模拟不同,我们提出了调频信号(FMR)的节奏图模型,它具有等高高斯峰的形式,其中心位于不规则的时间网格上。利用双连续小波变换(DCWT)确定了FMR的定量光谱参数。在传统方法的框架内,我们使用快速傅里叶变换(FFT)计算这些参数。我们比较了FMR和AMR方法对NHRV的影响,并检测了基于这两种模型计算的光谱特性的差异。当NHRV在整个观测期内具有明显的趋势时,AMR方法中光谱参数与真实值的偏差尤为明显。讨论了将FMR概念应用于心血管系统在负荷下的连续实时诊断的可能性,例如,在各种功能测试期间。
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Comparative analysis of mathematical simulating of the non-stationary heart rate variability in diagnostic medical systems
Reliable mathematical procedures and software systems to carry out the automatic cardiac rhythm regulation which include recording of rhythmogram signal, processing and formation of diagnostic conclusions with subsequent correction of patient's condition, are the important part of medical cyber-physical systems (MCPS). To detect and correct the arrhythmias of a different nature at early stages, we are to consider the problems of mathematical simulation of the non-stationary heart rate variability (NHRV). In contrast to the traditional simulating of a rhythmogram as an amplitude-modulated signal (AMR), we propose the model of a rhythmogram as a frequency-modulated signal (FMR) having the form of Gaussian peaks of equal height with the centers located on the irregular grid of time. We determined the quantitative spectral parameters of FMR by the double continuous wavelet transform (DCWT). Within the framework of the traditional approach, we calculated these parameters using the fast Fourier transform (FFT). We compared the FMR and AMR approaches to NHRV and detected the difference in spectral properties calculated on the basis of these two models. The deviations from the true values of spectral parameters in the AMR approach were especially evident when NHRV had a noticeable trend throughout the total period of observation. The possibilities to apply the proposed FMR concept for continuous real-time diagnosis of the cardiovascular system under load, for example, during various functional tests, are discussed.
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