• DocumentCode
    3016835
  • Title

    Development of adaptive QRS detection rules based on center differentiation method for clinical application

  • Author

    Yang, Shiau-Ru ; Hsu, Sheng-Chih ; Lu, Shao-Wei ; Ko, Li-Wei ; Lin, Chin-Teng

  • Author_Institution
    Dept. of Electr. Eng., Nat. Chiao Tung Univ., Hsinchu, Taiwan
  • fYear
    2012
  • fDate
    20-23 May 2012
  • Firstpage
    2071
  • Lastpage
    2074
  • Abstract
    Interpretation of cardiac rhythms is highly dependent on accurate detection of atrial activity. The robustness is an important requirement for clinical usage. This study presents an adaptive QRS detection method for real-time clinical ECG signals. In this method, center differentiation is applied as a whitening filer, and a composite function enhances the high frequency QRS energy. To robustly detect clinical data, a novel threshold selection method based on statistics is proposed. Moreover, this study provides a benchmarking clinical dataset acquired from cardiac patients. Our extensive experimental results using the MIT-BIH arrhythmia database show that our technique can detect beats with 99.67% accuracy, and the sensitivity is 99.83%. With the exceptional QRS detection result, further testing of the proposed method with clinical data shows the accuracy for atrial and ventricular arrhythmias is 82.9% and 90.2%, respectively.
  • Keywords
    benchmark testing; blood vessels; cardiovascular system; differentiation; diseases; electrocardiography; statistical analysis; ECG signals; MIT-BIH arrhythmia database; adaptive QRS detection rules; atrial activity; atrial arrhythmia; benchmarking clinical dataset; cardiac rhythms; center differentiation method; composite function; statistics; threshold selection method; ventricular arrhythmia; whitening filer; Accuracy; Atrial fibrillation; Databases; Detection algorithms; Electrocardiography; Real time systems; Robustness; Adaptive threshold; atrial fibrillation; electrocardiogram; expert system; real time monitoring; telecardiology;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Circuits and Systems (ISCAS), 2012 IEEE International Symposium on
  • Conference_Location
    Seoul
  • ISSN
    0271-4302
  • Print_ISBN
    978-1-4673-0218-0
  • Type

    conf

  • DOI
    10.1109/ISCAS.2012.6271690
  • Filename
    6271690