Using Wigner-Ville Distribution in ECG Arrhythmia Detection for Telemedicine Applications

被引:0
|
作者
Akdeniz, Fulya [1 ]
Kayikcioglu, Ilknur [2 ,3 ]
Kaya, Ismail [1 ]
Kayikcioglu, Temel [1 ]
机构
[1] Karadeniz Tech Univ, Dept Elect & Elect Engn, Trabzon, Turkey
[2] Bulent Ecevit Univ, Dept Comp Engn, Zonguldak, Turkey
[3] Karadeniz Tech Univ, Dept Comp Engn, Trabzon, Turkey
关键词
ECG; Arrhythmia; Wigner-Ville Distribution; Detection; Telemedicine;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
While the world's population is growing, average life expectancy is increasing. As a result, the growing elderly population is profoundly affecting the delivery of healthcare for everyone and in particular for those with chronic diseases. The remote monitoring of chronic patients may be achieved by a telemedicine system utilizing today's information and mobile communication technologies. In this study, an ECG arrhythmia detection algorithm based on Wigner-Ville distribution is proposed. The performance of the method is tested on a large dataset obtained from the PhysioNet database. Compared to other studies, the proposed method yields better accuracy, sensitivity and specificity results. Furthermore the computation time is suitable for telemedicine applications.
引用
收藏
页码:409 / 412
页数:4
相关论文
共 50 条
  • [41] Non-stationary ECG analysis using the Wigner-Ville transform and wavelets
    Kotsas, P
    Strintzis, M
    Maglaveras, N
    SIGNAL ANALYSIS & PREDICTION I, 1997, : 399 - 402
  • [42] Development of enhanced Wigner-Ville distribution function
    Lee, JH
    Kim, J
    Kim, HJ
    MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2001, 15 (02) : 367 - 398
  • [43] On the application of the Wigner-Ville distribution to broadband reflectometry
    Nunes, F
    Manso, M
    Nunes, I
    Santos, J
    Silva, A
    Varela, P
    FUSION ENGINEERING AND DESIGN, 1999, 43 (3-4) : 441 - 449
  • [44] Novel systolic arrays for Wigner-Ville distribution
    Padala, SK
    Prabhu, KMM
    DSP 97: 1997 13TH INTERNATIONAL CONFERENCE ON DIGITAL SIGNAL PROCESSING PROCEEDINGS, VOLS 1 AND 2: SPECIAL SESSIONS, 1997, : 657 - 660
  • [45] Statistical modeling and denoising Wigner-Ville distribution
    Amirmazlaghani, Maryam
    Amindavar, Hamidreza
    DIGITAL SIGNAL PROCESSING, 2013, 23 (02) : 506 - 513
  • [46] The short-time Wigner-Ville distribution
    Chen, Jian Yi
    Li, Bing Zhao
    SIGNAL PROCESSING, 2024, 219
  • [47] Research and application of Wigner-Ville distribution algorithm
    Chen, Chun-Jun
    Xiao, Heng
    Xinan Jiaotong Daxue Xuebao/Journal of Southwest Jiaotong University, 2002, 37 (02):
  • [48] NEW METHOD OF COMPUTING WIGNER-VILLE DISTRIBUTION
    NARAYANAN, SB
    PRABHU, KMM
    ELECTRONICS LETTERS, 1989, 25 (05) : 336 - 338
  • [49] WIGNER-VILLE ANALYSIS OF ASYMPTOTIC SIGNALS AND APPLICATIONS
    BOASHASH, B
    ESCUDIE, B
    SIGNAL PROCESSING, 1985, 8 (03) : 315 - 327
  • [50] NEW FORMULATION OF DISCRETE WIGNER-VILLE DISTRIBUTION
    BERGMANN, N
    ELECTRONICS LETTERS, 1991, 27 (02) : 111 - 112