Morphological modeling of cardiac signals based on signal decomposition

被引:40
|
作者
Roonizi, Ebadollah Kheirati [1 ]
Sameni, Reza [1 ]
机构
[1] Shiraz Univ, Sch Elect & Comp Engn, Shiraz, Iran
关键词
Morphological modeling; Signal decomposition; Electrocardiogram modeling; Electrocardiogram compression; ECG; REPRESENTATION; FRAMEWORK;
D O I
10.1016/j.compbiomed.2013.06.017
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
In this paper a general framework is presented for morphological modeling of cardiac signals from a signal decomposition perspective. General properties of a desired morphological model are presented and special cases of the model are studied in detail. The presented approach is studied for modeling the morphology of electrocardiogram (ECG) signals. Specifically, three types of ECG modeling techniques, including polynomial spline models, sinusoidal model and a model previously presented by McSharry et al., are studied within this framework. The proposed method is applied to datasets from the PhysioNet ECG database for compression and modeling of normal and abnormal ECG signals. Quantitative and qualitative results of these applications are also presented and discussed. (C) 2013 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1453 / 1461
页数:9
相关论文
共 50 条
  • [1] A Signal Decomposition Approach to Morphological Modeling of P wave
    Roonizi, Ebadollah Kheirati
    Sassi, Roberto
    2014 COMPUTING IN CARDIOLOGY CONFERENCE (CINC), VOL 41, 2014, 41 : 341 - 344
  • [2] Adaptive signal decomposition based on local narrow band signals
    Peng, Silong
    Hwang, Wen-Liang
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2008, 56 (07) : 2669 - 2676
  • [3] KNOWLEDGE-BASED SIGNAL-PROCESSING IN THE DECOMPOSITION OF MYOELECTRIC SIGNALS
    BROMAN, H
    IEEE ENGINEERING IN MEDICINE AND BIOLOGY MAGAZINE, 1988, 7 (02): : 24 - 28
  • [4] HHT based signal decomposition for reduction of motion artifacts in Photoplethysmographic signals
    Raghuram, M.
    Madhav, K. Venu
    Krishna, E. Hari
    Komalla, Nagarjuna Reddy
    Sivani, Kosaraju
    Reddy, K. Ashoka
    2012 IEEE INTERNATIONAL INSTRUMENTATION AND MEASUREMENT TECHNOLOGY CONFERENCE (I2MTC), 2012, : 1730 - 1734
  • [5] Application of Decomposition and Denoising of Gearbox Signal Based on Morphological Component Analysis
    邓士杰
    唐力伟
    张晓涛
    于贵波
    JournalofDonghuaUniversity(EnglishEdition), 2016, 33 (02) : 239 - 243
  • [6] Multicomponent Signal Decomposition using Morphological Operations
    Zhuang, Huiping
    Oh, Beom-Seok
    Lin, Dongyun
    Toh, Kar-Ann
    Lin, Zhiping
    2018 IEEE 23RD INTERNATIONAL CONFERENCE ON DIGITAL SIGNAL PROCESSING (DSP), 2018,
  • [7] AN UNSUPERVISED ALGORITHM FOR HYBRID/MORPHOLOGICAL SIGNAL DECOMPOSITION
    Kowalski, Matthieu
    Rodet, Thomas
    2011 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, 2011, : 4112 - 4115
  • [8] Face verification using elastic graph matching based on morphological signal decomposition
    Tefas, A
    Kotropoulos, C
    Pitas, I
    SIGNAL PROCESSING, 2002, 82 (06) : 833 - 851
  • [9] A Signal Processing Algorithm Based upon the Weighted Morphological Undecimated Wavelet Decomposition
    Yang, Wen
    Sun, Jian
    Chang, Zhuang
    Zou, Yongjie
    Zhou, Wen
    2017 2ND INTERNATIONAL CONFERENCE ON CYBERNETICS, ROBOTICS AND CONTROL (CRC 2017), 2017, : 194 - 198
  • [10] Cardiac signal estimation based on the arterial and venous pressure signals of a hemodialysis machine
    Holmer, M.
    Sandberg, F.
    Solem, K.
    Olde, B.
    Sornmo, L.
    PHYSIOLOGICAL MEASUREMENT, 2016, 37 (09) : 1499 - 1515