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Application of the matching pursuit method for the analysis and synthesis of the phonocardiogram

机译:匹配追求方法在语心发术分析和合成中的应用

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The matching pursuit method of Mallat and Zhang (1993) is applied to the analysis and synthesis of phonocardiograms (PCGs) using a Gabor wavelet or time-frequency atom which is the product of a sinusoid and a Gaussian window function. It decomposes a signal into a series of time-frequency atoms by an iterative process based on selecting the largest inner product of the signal (and the subsequent residues) with atoms from a redundant dictionary. The method was applied to a data base which includes eleven PCGs representing the normal and pathological conditions of the heart. The normalized root-mean-square error (NRMSE) was computed between the original and the reconstructed PCGs. The results show that the matching pursuit method is very suitable to the transient and complex properties of the PCGs, as it yielded excellent NRMSEs around 2.2 % for the eleven PCGs tested.
机译:使用Gabor小波或时频原子的Mallat和Zhang(1993)的匹配追踪方法应用于Shabor小波或时频原子的分析和合成,这是正弦波和高斯窗口功能的乘积。它通过基于从冗余字典中的原子选择信号(和后续残留物)的最大内部乘积,通过迭代过程将信号分解为一系列时频原子。该方法应用于数据库,包括表示心脏正常和病理条件的11个PCG。在原始和重建的PCG之间计算归一化的根均方误差(NRMSE)。结果表明,匹配的追踪方法非常适合于PCG的瞬态和复杂性质,因为它产生了11个PCG的优异NRMS,对于测试的11个PCG。

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