Noise Reduction in Electrocardiogram Signal Using Hybrid Methods of Empirical Mode Decomposition with Wavelet Transform and Non-local Means Algorithm

被引:2
|
作者
Garnaik, Sarmila [1 ]
Rout, Nikhilesh Chandra [2 ]
Sethi, Kabiraj [3 ]
机构
[1] VSS Univ Technol, Dept EEE, Burla 768018, Odisha, India
[2] VSS Univ Technol, Dept EE, Burla 768018, Odisha, India
[3] VSS Univ Technol, Dept ETC, Burla 768018, Odisha, India
关键词
Wavelet; EMD; NLM; Hybrid method; SNR; MSE; PRD;
D O I
10.1007/978-981-10-8055-5_57
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Electrocardiogram (ECG) signal helps the physicians in the detection of cardiac-related diseases. Many noises like power line interference (PLI), baseline wander, electromyography (EMG) noise and burst noise are contaminated with the raw signal and corrupt the shape of the waveform which makes the detection faulty. So in recent years, many signal processing methods are proposed for removal of these noise artifacts effectively. In this paper, two hybrid methods, i.e., empirical mode decomposition (EMD) with wavelet transform filtering and EMD with non-local means (NLM) are proposed. The results are analyzed with performance parameters like signal to noise ratio (SNR), mean square error (MSE), and percent root mean square difference (PRD). The results exhibit better performance in hybrid method of EMD with NLM technique.
引用
收藏
页码:639 / 648
页数:10
相关论文
共 50 条
  • [41] Application of Fast Non-Local Means Algorithm for Noise Reduction Using Separable Color Channels in Light Microscopy Images
    Kang, Seong-Hyeon
    Kim, Ji-Youn
    INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH, 2021, 18 (06) : 1 - 12
  • [42] An improved wavelet denoising algorithm for SAR interferogram using fast non-local means filtering
    Zhang, Xuedong
    Li, Mengwei
    Liu, Xianglei
    Zhou, Zexu
    Wang, Xuedi
    Xu, Zidong
    GEOCARTO INTERNATIONAL, 2022, 37 (27) : 18600 - 18617
  • [43] A noise reduction algorithm in ECG signals using wavelet transform
    Ucar, FN
    Korurek, M
    Yazgan, E
    PROCEEDINGS OF THE 1998 2ND INTERNATIONAL CONFERENCE BIOMEDICAL ENGINEERING DAYS, 1998, : 36 - 38
  • [44] A Difference Curvature Controlled Non-Local Means Method for Noise Reduction
    Zeng, Weili
    Lu, Xiaobo
    Fei, Shumin
    JOURNAL OF IMAGING SCIENCE AND TECHNOLOGY, 2014, 58 (05) : 505021 - 505025
  • [45] Region-based non-local means algorithm for noise removal
    Zeng, W. L.
    Lu, X. B.
    ELECTRONICS LETTERS, 2011, 47 (20) : 1125 - 1126
  • [46] Electrocardiogram (ECG) Signal Modeling and Noise Reduction Using Wavelet Neural Networks
    Poungponsri, Suranai
    Yu, Xiao-Hua
    2009 IEEE INTERNATIONAL CONFERENCE ON AUTOMATION AND LOGISTICS ( ICAL 2009), VOLS 1-3, 2009, : 394 - 398
  • [47] An enhanced adaptive non-local means algorithm for Rician noise reduction in magnetic resonance brain images
    Chen, Kaixin
    Lin, Xiao
    Hu, Xing
    Wang, Jiayao
    Zhong, Han
    Jiang, Linhua
    BMC MEDICAL IMAGING, 2020, 20 (01)
  • [48] Image Noise Reduction in Computed Tomography with Non-Local Means Algorithm Based on Adaptive Filtering Coefficients
    Cai Yufang
    Chen Taoyan
    Wang Jue
    Yao Gongjie
    ACTA OPTICA SINICA, 2020, 40 (07)
  • [49] An enhanced adaptive non-local means algorithm for Rician noise reduction in magnetic resonance brain images
    Kaixin Chen
    Xiao Lin
    Xing Hu
    Jiayao Wang
    Han Zhong
    Linhua Jiang
    BMC Medical Imaging, 20
  • [50] Adaptive colour-guided non-local means algorithm for compound noise reduction of depth maps
    Ibrahim, Mostafa M.
    Liu, Qiong
    Yang, You
    IET IMAGE PROCESSING, 2020, 14 (12) : 2768 - 2779