Parameter optimization of a wavelet-based electrocardiogram delineator with an evolutionary algorithm

被引:0
|
作者
Dumont, J [1 ]
Hernández, AI [1 ]
Carrault, G [1 ]
机构
[1] Univ Rennes 1, LTSI, INSERM, UMR 642, F-35042 Rennes, France
来源
关键词
D O I
暂无
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
A recurrent problem encountered in many algorithms proposed to detect and segment ECG waves is the adjustment of the numerous parameters used. This work presents a method to optimize these parameters with an Evolutionary Algorithm (EA). The signal processing chain contains a filter to remove baseline wandering, a QRS detector (Pan & Tompkins) and a wave segmentation step based on the Wavelet-Transform (WT). The EA adjusts the parameters of the segmentation step in order to minimize the result of a cost function which measures how close the detector is from characteristic points annotated by a cardiologist. Results obtained with the QTDB are compared with other approaches of wave segmentation for which thresholds have been experimentally defined. EAs have shown to be an effective method to solve this complex problem of multiobjective optimization.
引用
下载
收藏
页码:707 / 710
页数:4
相关论文
共 50 条
  • [31] An efficient wavelet-based feature extraction scheme for electrocardiogram signals
    El B'Charri, O.
    Latif, R.
    Abenaou, A.
    Jenkal, W.
    2017 INTERNATIONAL CONFERENCE ON WIRELESS TECHNOLOGIES, EMBEDDED AND INTELLIGENT SYSTEMS (WITS), 2017,
  • [32] A Wavelet-Based Recurrent Fuzzy Neural Network Trained With Stochastic Optimization Algorithm
    AbdulSadda, Ahmad T.
    Iqbal, Kameran
    2009 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS (SMC 2009), VOLS 1-9, 2009, : 4089 - +
  • [33] Evolutionary wavelet-based similarity search in image databases
    Xie, C
    Wei, CJ
    Xu, J
    PROCEEDINGS OF 2005 IEEE INTERNATIONAL WORKSHOP ON VLSI DESIGN AND VIDEO TECHNOLOGY, 2005, : 385 - 388
  • [34] WAVELET-BASED PARAMETER IDENTIFICATION OF A NONLINEAR MAGNETORHEOLOGICAL DAMPER
    Karimi, Hamid Reza
    Zapateiro, Mauricio
    Luo, Ningsu
    INTERNATIONAL JOURNAL OF WAVELETS MULTIRESOLUTION AND INFORMATION PROCESSING, 2009, 7 (02) : 183 - 198
  • [35] A NEW WAVELET-BASED DIGITAL WATERMARKING ALGORITHM
    Hu, Wei
    Qi, Yinghong
    3RD INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY AND COMPUTER SCIENCE (ITCS 2011), PROCEEDINGS, 2011, : 134 - 137
  • [36] Analysis of a wavelet-based robust hash algorithm
    Meixner, A
    Uhl, A
    SECURITY, STEGANOGRAPHY, AND WATERMARKING OF MULTIMEDIA CONTENTS VI, 2004, 5306 : 772 - 783
  • [37] An efficient wavelet-based motion estimation algorithm
    Bae, JW
    Lee, SH
    Yoo, JS
    APPLICATIONS OF DIGITAL IMAGE PROCESSING XXVII, PTS 1AND 2, 2004, 5558 : 890 - 900
  • [38] An efficient wavelet-based motion estimation algorithm
    Bae, JW
    Lee, SH
    Yoo, JS
    IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2005, E88D (01): : 143 - 149
  • [39] Morlet wavelet-based parameter identification in different stimulation
    Yue, L.
    Liu, X. Q.
    Proceedings of ISMA2006: International Conference on Noise and Vibration Engineering, Vols 1-8, 2006, : 3357 - 3364
  • [40] Wavelet-based model reduction of distributed parameter systems
    Mahadevan, N
    Hoo, KA
    CHEMICAL ENGINEERING SCIENCE, 2000, 55 (19) : 4271 - 4290