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基于子波多尺度分辨的心电QRS波分类方法的研究 被引量:2

An Approach to Achieve Classification of QRS Waves with Wavelet Multiresolution Analysis and Fractal Dimension
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摘要 本文分析了心电QRS波的子波多尺度分辨特征 ,探讨了曲线非线性分形维数的计算方法 ,提出了一种新的QRS波的分类方法 :对心电QRS复合波进行子波多尺度分解 ,在尺度为 4的情况下 ,根据局部正负极大值对检测出它们前后两个零点ZP1,ZP2 ,计算出局部正负极大值对位于 |ZP1,ZP2 |之间的曲线段的分形维数。根据局部正负极大值对的幅度和分形维数能很好地检出正常心电信号的QRS波及早搏信号 ;该方法具有很强的抗噪能力 ,提高了QRS波的正确检出率。 This paper discussed the theoretical analysis of multiresolution ECGs decomposition and expounds the calculation of the fractal dimension. Based on Mallat's multiresolution analysis and fractal dimension of the series, a new approach to classify the QRS complex was provided:the QRS complex was decomposed with a quadratic spline wavelet. At scale 4, the fractal dimension of the decomposed series was calculated, the values of modulus maxima of wavelet transform and the fractal dimension were used as discriminatory criteria to classify QRS. The method was simple and had high anti noise ability.
出处 《生物医学工程学杂志》 EI CAS CSCD 北大核心 2000年第4期451-453,共3页 Journal of Biomedical Engineering
关键词 QRS分类 子波变换 分形维数 QRS classification Wavelet transform Dimension
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  • 1Cuiwei L, et al. Detection of ECG characterisitc points using wavelet transforms .IEEE Tran on Biomedical Eng.,1995,42(1):22 - 28.
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  • 6朱常芳,胡广书.结合小波分解和径向基神经网络进行事件相关电位的单次提取[J].中国生物医学工程学报,2003,22(6):481-487. 被引量:3

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