Suppr超能文献

平稳小波变换在心电信号对膈肌肌电信号干扰消除中的应用

The application of ECG cancellation in diaphragmatic electromyographic by using stationary wavelet transform.

作者信息

Luo Guo, Yang Zhi

机构信息

Nanfang College of Sun Yat-sen University, Guangzhou, China.

出版信息

Biomed Eng Lett. 2018 Apr 21;8(3):259-266. doi: 10.1007/s13534-018-0064-5. eCollection 2018 Aug.

Abstract

In this paper, we present and investigate a special kind of stationary wavelet algorithm using "inverse" hard threshold to eliminate the electrocardiogram (ECG) interference included in diaphragmatic electromyographic (EMGdi). Differing from traditional wavelet hard threshold, "inverse" hard threshold is used to shrink strong coefficients of ECG interference and reserve weak coefficients of EMGdi signal. Meanwhile, a novel QRS location algorithm is proposed for the position detection of R wave by using low frequency coefficients in this paper. With the proposed method, raw EMGdi is decomposed by wavelet at fifth scale. Then, each ECG interference threshold is calculated by mean square, which is estimated by wavelet coefficients in the ECG cycle at each level. Finally, ECG interference wavelet coefficients are removed by "inverse" hard threshold, and then the de-noised signal is reconstructed by wavelet coefficients. The simulation and clinical EMGdi de-noising results show that the "inverse" hard threshold investigated in this paper removes the ECG interference in EMGdi availably and reserves its signal characteristics effectively, as compared to wavelet threshold.

摘要

在本文中,我们提出并研究了一种使用“逆”硬阈值的特殊平稳小波算法,以消除膈肌肌电图(EMGdi)中包含的心电图(ECG)干扰。与传统小波硬阈值不同,“逆”硬阈值用于收缩ECG干扰的强系数并保留EMGdi信号的弱系数。同时,本文提出了一种新颖的QRS定位算法,通过使用低频系数来检测R波的位置。利用所提出的方法,将原始EMGdi在第五尺度上进行小波分解。然后,通过均方计算每个ECG干扰阈值,该均方由每个级别上ECG周期中的小波系数估计得出。最后,通过“逆”硬阈值去除ECG干扰小波系数,然后用小波系数重建去噪后的信号。仿真和临床EMGdi去噪结果表明,与小波阈值相比,本文研究的“逆”硬阈值能够有效去除EMGdi中的ECG干扰并有效保留其信号特征。

相似文献

1
The application of ECG cancellation in diaphragmatic electromyographic by using stationary wavelet transform.
Biomed Eng Lett. 2018 Apr 21;8(3):259-266. doi: 10.1007/s13534-018-0064-5. eCollection 2018 Aug.
4
Research of fetal ECG extraction using wavelet analysis and adaptive filtering.
Comput Biol Med. 2013 Oct;43(10):1622-7. doi: 10.1016/j.compbiomed.2013.07.028. Epub 2013 Aug 2.
5
ECG signal performance de-noising assessment based on threshold tuning of dual-tree wavelet transform.
Biomed Eng Online. 2017 Feb 7;16(1):26. doi: 10.1186/s12938-017-0315-1.
6
Improved Wavelet Threshold for Image De-noising.
Front Neurosci. 2019 Feb 8;13:39. doi: 10.3389/fnins.2019.00039. eCollection 2019.
7
[Adaptive de-noising of ECG signal based on stationary wavelet transform].
Zhongguo Yi Liao Qi Xie Za Zhi. 2009 Mar;33(3):163-6.
8
ECG Signal De-noising and Baseline Wander Correction Based on CEEMDAN and Wavelet Threshold.
Sensors (Basel). 2017 Nov 28;17(12):2754. doi: 10.3390/s17122754.
9
[An improved wavelet threshold algorithm for ECG denoising].
Sheng Wu Yi Xue Gong Cheng Xue Za Zhi. 2014 Jun;31(3):511-5.

引用本文的文献

2
Effect of an Inflatable Air Mattress with Variable Rigidity on Sleep Quality.
Sensors (Basel). 2020 Sep 17;20(18):5317. doi: 10.3390/s20185317.

本文引用的文献

1
Weighted-Cumulated S-EMG Muscle Fatigue Estimator.
IEEE J Biomed Health Inform. 2018 Nov;22(6):1854-1862. doi: 10.1109/JBHI.2017.2783849. Epub 2017 Dec 14.
2
A lightweight QRS detector for single lead ECG signals using a max-min difference algorithm.
Comput Methods Programs Biomed. 2017 Jun;144:61-75. doi: 10.1016/j.cmpb.2017.02.028. Epub 2017 Mar 18.
3
Is parasternal intercostal EMG an accurate surrogate of respiratory neural drive and biomarker of dyspnea during cycle exercise testing?
Respir Physiol Neurobiol. 2017 Aug;242:40-44. doi: 10.1016/j.resp.2017.03.003. Epub 2017 Mar 20.
4
Effects of inspiratory muscle training on respiratory muscle electromyography and dyspnea during exercise in healthy men.
J Appl Physiol (1985). 2017 May 1;122(5):1267-1275. doi: 10.1152/japplphysiol.00046.2017. Epub 2017 Mar 2.
5
Quantification of the first-order high-pass filter's influence on the automatic measurements of the electrocardiogram.
Comput Methods Programs Biomed. 2017 Feb;139:163-169. doi: 10.1016/j.cmpb.2016.11.003. Epub 2016 Nov 10.
6
Sensitivity distribution simulations of surface electrode configurations for electrical impedance myography.
Muscle Nerve. 2017 Nov;56(5):887-895. doi: 10.1002/mus.25561. Epub 2017 Mar 21.
7
Coexistence of OSA may compensate for sleep related reduction in neural respiratory drive in patients with COPD.
Thorax. 2017 Mar;72(3):256-262. doi: 10.1136/thoraxjnl-2016-208467. Epub 2016 Nov 2.
8
Neural respiratory drive and breathlessness in COPD.
Eur Respir J. 2015 Feb;45(2):355-64. doi: 10.1183/09031936.00063014. Epub 2014 Oct 16.
9
Efficiency of neural drive during exercise in patients with COPD and healthy subjects.
Chest. 2010 Dec;138(6):1309-15. doi: 10.1378/chest.09-2824. Epub 2010 Jun 24.
10
A wavelet-based adaptive filter for removing ECG interference in EMGdi signals.
J Electromyogr Kinesiol. 2010 Jun;20(3):542-9. doi: 10.1016/j.jelekin.2009.07.007. Epub 2009 Aug 18.

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验