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ICA and Wavelet Transform to Separate Atrial Fibrillation Wave

机译:ICA和小波变换分离心房颤动波

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Wavelet Transform (WT) and Independent Component Analysis (ICA) were addressed to study separating atrial fibrillation (AF) from body surface electrocardiosignal (ECS). The subjects are in supine, ECS from the lead called V1 have been recorded continuously for 8 minutes and sampled at 500Hz. Wavelet Transform decomposed ECS into two detailed levels and one approximation. Wavelet Transform also rebuilt the signal from the approximation. ICA was employed to decompose the original signal and the signal reconstructed by WT into three groups. The result expressed the approach can separate independent AF wave and cardiac ventricular wave. The separating wave can help us to diagnose in clinic. Comparing these two similar results, it suggests that all valuable components have been reserved after doing Wavelet Transform. Combining the techniques of Wavelet, ICA and other signal processing methods will be the tendency of complex physiological signal processing.
机译:小波变换(WT)和独立成分分析(ICA)致力于研究将房颤(AF)与体表心电信号(ECS)分开。受试者处于仰卧状态,被称为V1的导线的ECS连续记录了8分钟,并以500Hz采样。小波变换将ECS分解为两个详细级别和一个近似值。小波变换也从近似值重建信号。利用ICA将原始信号和WT重建的信号分解为三组。结果表明,该方法可以分离独立的房颤波和心室波。分离波可以帮助我们在临床中进行诊断。比较这两个相似的结果,它表明在进行小波变换后,所有有价值的组件都已被保留。结合小波,ICA技术和其他信号处理方法将是复杂生理信号处理的趋势。

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  • 会议地点 Nanning(CN);Nanning(CN)
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    College of Bioinformation Chongqing University of Posts and Telecommunications Chongqing 400065 China;

    rnCollege of Bioinformation Chongqing University of Posts and Telecommunications Chongqing 400065 China;

    rnCollege of Bioinformation Chongqing University of Posts and Telecommunications Chongqing 400065 China;

    rnCollege of Bioinformation Chongqing University of Posts and Telecommunications Chongqing 400065 China;

    rnCollege of Bioinformation Chongqing University of Posts and Telecommunications Chongqing 400065 China;

    rnCollege of Bioinformation Chongqing University of Posts and Telecommunications Chongqing 400065 China;

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