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Efficient ECG Modeling using Polynomial Functions

机译:使用多项式函数的高效ECG建模

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ECG signal represents electrical changes on the skin that are caused by the heart muscles, and is usually measured by the electrodes placed on body surface. ECG analysis is one of the most common procedures in the heart diagnostic domain. After digitalization of ECG signal, next step in computer abstraction of ECG signal is appropriate modeling. Due to high importance of accurate modeling several ECG modeling approaches applicable for different purposes like heartbeat synthesis, analysis, compression, and filtering were introduced. In [1], a realistic ECG model designed for ECG synthesis based on Gausses curves modeling of appropriate waves is presented. Fitting this model to a real ECG signal is possible using iterative nonlinear optimization algorithms. An algorithm for ECG compression by alignment of heart beats in a matrix and fitting polynomial curves to columns is used by Riad B. [2]. Instantaneous module and the instantaneous phase of Hilbert Transform are used for ECG modeling in [3]. Mealy and Moore automata model is used in [4] for ECG complexity analysis.
机译:ECG信号代表由心肌引起的皮肤电变化,通常通过放置在体表上的电极进行测量。心电图分析是心脏诊断领域最常见的程序之一。在将ECG信号数字化之后,对ECG信号进行计算机抽象的下一步是适当的建模。由于精确建模的重要性,因此引入了几种适用于不同目的的ECG建模方法,例如心跳合成,分析,压缩和过滤。在[1]中,提出了一种基于适当波的高斯曲线建模的,用于ECG合成的现实ECG模型。使用迭代非线性优化算法可以使该模型适合实际的ECG信号。 Riad B.使用了一种通过心跳在矩阵中对齐并将多项式曲线拟合到列来进行ECG压缩的算法[2]。 Hilbert变换的瞬时模块和瞬时相位在[3]中用于ECG建模。 Mealy和Moore自动机模型在[4]中用于ECG复杂性分析。

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