A noise elimination method for ECG signals

被引：0
|
作者：
Xing Hongyan [1 ]
Hou Jinyong [1 ]
机构：
[1] Nanjing Univ Informat Sci & Technol, Sch Elect & Informat Engn, Nanjing, Peoples R China
来源：
2009 3RD INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICAL ENGINEERING, VOLS 1-11 | 2009年
关键词：
ECG; Empirical Mode Decomposition; Independent Component Analysis; two layer reconstruction;
D O I：
暂无
中图分类号：
R318 [生物医学工程];
学科分类号：
0831 ;
摘要：
To solve the problem of lacking adaptability and difficulties in selecting wavelet base when using the Wavelet-ICA to cancellation the noise in ECG, a new method called E-ICA is proposed which is combined with the Empirical Mode Decomposition and Independent Component Analysis. The advantages of EMD and ICA are exploited, and the two layers reconstruction, that is inverse ICA and inverse EMD was introduced to get the clean ECG. Using the MIT-BIH database to simulate, the results show that E-ICA has a better capacity to remove the noise in ECG, the correlation coefficient of clean ECG and original ECG is 0.96.
引用
收藏
页码：2555 / 2557
页数：3
相关论文
共 50 条
  • [21] Compressive Sensing for ECG Signals in the Presence of Electromyographic Noise
    Polania, Luisa F.
    Carrillo, Rafael E.
    Blanco-Velasco, Manuel
    Barner, Kenneth E.
    2012 38TH ANNUAL NORTHEAST BIOENGINEERING CONFERENCE (NEBEC), 2012, : 295 - +
  • [22] Measurement of Noise in ECG Signals to Improve Automatic Delineation
    Galeotti, Loriano
    Johannesen, Lars
    Vicente, Jose
    Strauss, David G.
    2013 COMPUTING IN CARDIOLOGY CONFERENCE (CINC), 2013, 40 : 511 - 514
  • [23] Noise effect on orthogonal transform compression of ECG signals
    Olmos, S
    Jane, R
    Garcia, J
    Laguna, P
    PROCEEDINGS OF THE 18TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOL 18, PTS 1-5, 1997, 18 : 1386 - 1387
  • [24] Algorithm for EMG noise level approximation in ECG signals
    Marouf, Mohamed
    Saranovac, Lazar
    Vukomanovic, Goran
    BIOMEDICAL SIGNAL PROCESSING AND CONTROL, 2017, 34 : 158 - 165
  • [25] Noise Removal in ECG Signals using the Quadratic Filter
    Chaiwisood, Sarunya
    Wongkittisuksa, Booncharoen
    Phukpattaranont, Pornchai
    5TH BIOMEDICAL ENGINEERING INTERNATIONAL CONFERENCE (BMEICON 2012), 2012,
  • [26] Smart Computing Mechanism for Noise Detection and Elimination in ECG Signal
    Ho, Te-Wei
    Lin, Fong-Ci
    Lin, Ching-Miao
    Lai, Feipei
    2017 IEEE INTERNATIONAL CONFERENCE ON BIG DATA AND SMART COMPUTING (BIGCOMP), 2017, : 28 - 33
  • [27] Adaptive EMG Noise Reduction in ECG Signals Using Noise Level Approximation
    Marouf, Mohamed
    Saranovac, Lazar
    2017 INTERNATIONAL CONFERENCE ON ROBOTICS AND MACHINE VISION, 2017, 10613
  • [28] An Adaptive Noise Cancelation Model for Removal of Noise from Modeled ECG Signals
    Javed, Shazia
    Ahmad, Noor Atinah
    2014 IEEE REGION 10 SYMPOSIUM, 2014, : 471 - 475
  • [29] HIGH-PASS FILTERING OF ECG SIGNALS USING QRS ELIMINATION
    CHRISTOV, II
    DOTSINSKY, IA
    DASKALOV, IK
    MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 1992, 30 (02) : 253 - 256
  • [30] Noise Elimination of Electrocardiogram Signals Using the Evolutionary Bispectrum
    Al-Shoshan, Abdulmalik A.
    Al-Shoshan, Abdullah, I
    2018 1ST INTERNATIONAL CONFERENCE ON COMPUTER APPLICATIONS & INFORMATION SECURITY (ICCAIS' 2018), 2018,
12345