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基于小波变换和SVD的心电身份识别 被引量:2

ECG Identification Based on Wavelet Transform and SVD
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摘要 基于心电信号的身份识别技术是生物身份识别领域研究的热点问题。该文利用小波变换将经过预处理之后的心电信号进行多尺度分解,组成一个初始特征矩阵;随后对该矩阵进行奇异值分解,分解后的奇异值包含了心电信号的重要信息,将其作为特征参数并最终采用支持向量机对心电信号进行匹配识别。通过对26个正常测试者的心电信号进行识别,识别率可达97.80%。 Analysis of the electrocardiogram(ECG) signal has been in spotlight of study in the biological i- dentification field. In this paper, we use the multi-seale wavelet transform decomposition to deal with the pre- process ECG to form an initial feature matrix; singular value decomposition(SVD) is used to process the ma- trix and get the singular value feature parameters which contain the important information of the ECG; finally, support vector machine(SVM) is as the classifier to classify the signal. Experimental results show that the per- formance of the system over 26 subjects is 97.80%.
出处 《杭州电子科技大学学报(自然科学版)》 2012年第4期69-72,共4页 Journal of Hangzhou Dianzi University:Natural Sciences
关键词 心电信号 身份识别 小波变换 奇异值分解 支持向量机 electrocardiogram biometric identification wavelet transform singular value-decomposition support vector machine
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参考文献8

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二级参考文献24

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共引文献25

同被引文献18

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