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首页> 外文期刊>Journal of The Institution of Engineers (India): Series B >Heart Rate Variability and Wavelet-based Studies on ECG Signals from Smokers and Non-smokers
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Heart Rate Variability and Wavelet-based Studies on ECG Signals from Smokers and Non-smokers

机译:心率变异性和基于小波的吸烟者和非吸烟者心电图信号研究

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摘要

The current study deals with the heart rate variability (HRV) and wavelet-based ECG signal analysis of smokers and non-smokers. The results of HRV indicated dominance towards the sympathetic nervous system activity in smokers. The heart rate was found to be higher in case of smokers as compared to non-smokers (p<0.05). The frequency domain analysis showed an increase in the LF and LF/HF components with a subsequent decrease in the HF component. The HRV features were analyzed for classification of the smokers from the non-smokers. The results indicated that when RMSSD, SD1 and RR-mean features were used concurrently a classification efficiency of >90 % was achieved. The wavelet decomposition of the ECG signal was done using the Daubechies (db 6) wavelet family. No difference was observed between the smokers and non-smokers which apparently suggested that smoking does not affect the conduction pathway of heart.
机译:当前的研究涉及吸烟者和非吸烟者的心率变异性(HRV)和基于小波的ECG信号分析。 HRV的结果表明吸烟者对交感神经系统活动占主导地位。与不吸烟者相比,吸烟者心率更高(p <0.05)。频域分析显示LF和LF / HF分量增加,随后HF分量减少。分析了HRV的特征以对非吸烟者的吸烟者进行分类。结果表明,当同时使用RMSSD,SD1和RR-mean特征时,分类效率达到> 90%。使用Daubechies(db 6)小波家族对ECG信号进行小波分解。吸烟者和非吸烟者之间没有观察到差异,这显然表明吸烟不会影响心脏的传导途径。

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  • 作者单位

    Department of Biotechnology and Medical Engineering, National Institute of Technology, Rourkela 769008, India;

    Department of Biotechnology and Medical Engineering, National Institute of Technology, Rourkela 769008, India;

    Department of Biotechnology and Medical Engineering, National Institute of Technology, Rourkela 769008, India;

    School of Electrical Sciences, Indian Institute of Technology, Bhubaneswar 751013, India;

    School of Bioscience and Engineering, Jadavpur University, Kolkata 700032, India;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    HRV; Wavelet; Random forest; Automated neural network;

    机译:HRV;小波随机森林;自动化神经网络;

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