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Ventricular tachycardia and fibrillation detection by a sequential hypothesis testing algorithm.

Publication ,  Journal Article
Thakor, NV; Zhu, YS; Pan, KY
Published in: IEEE transactions on bio-medical engineering
September 1990

An algorithm for detecting ventricular fibrillation (VF) and ventricular tachycardia (VT) by the method of sequential hypothesis testing is presented. The algorithm first generates a binary sequence by comparing the signal to a threshold. The probability distribution of the time intervals of the binary sequence is obtained, and Wald's sequential hypothesis testing procedure is next employed to discriminate the arrhythmias. Sequential hypothesis testing of 85 cases resulted in identification of 1) 97.64% VF and 97.65% VT episodes after 5 s, and 2) 100% identification of both VF and VT after 7 s. The desired false positive and false negative error probabilities can be preprogrammed into the algorithm. An important feature of the sequential method is that extra time for detection can be traded off for improved accuracy, and vice versa.

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Published In

IEEE transactions on bio-medical engineering

DOI

EISSN

1558-2531

ISSN

0018-9294

Publication Date

September 1990

Volume

37

Issue

9

Start / End Page

837 / 843

Related Subject Headings

  • Ventricular Fibrillation
  • Tachycardia
  • Signal Processing, Computer-Assisted
  • Predictive Value of Tests
  • Humans
  • Electrocardiography
  • Diagnosis, Computer-Assisted
  • Biomedical Engineering
  • Algorithms
  • 4603 Computer vision and multimedia computation
 

Citation

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Thakor, N. V., Zhu, Y. S., & Pan, K. Y. (1990). Ventricular tachycardia and fibrillation detection by a sequential hypothesis testing algorithm. IEEE Transactions on Bio-Medical Engineering, 37(9), 837–843. https://doi.org/10.1109/10.58594
Thakor, N. V., Y. S. Zhu, and K. Y. Pan. “Ventricular tachycardia and fibrillation detection by a sequential hypothesis testing algorithm.IEEE Transactions on Bio-Medical Engineering 37, no. 9 (September 1990): 837–43. https://doi.org/10.1109/10.58594.
Thakor NV, Zhu YS, Pan KY. Ventricular tachycardia and fibrillation detection by a sequential hypothesis testing algorithm. IEEE transactions on bio-medical engineering. 1990 Sep;37(9):837–43.
Thakor, N. V., et al. “Ventricular tachycardia and fibrillation detection by a sequential hypothesis testing algorithm.IEEE Transactions on Bio-Medical Engineering, vol. 37, no. 9, Sept. 1990, pp. 837–43. Epmc, doi:10.1109/10.58594.
Thakor NV, Zhu YS, Pan KY. Ventricular tachycardia and fibrillation detection by a sequential hypothesis testing algorithm. IEEE transactions on bio-medical engineering. 1990 Sep;37(9):837–843.

Published In

IEEE transactions on bio-medical engineering

DOI

EISSN

1558-2531

ISSN

0018-9294

Publication Date

September 1990

Volume

37

Issue

9

Start / End Page

837 / 843

Related Subject Headings

  • Ventricular Fibrillation
  • Tachycardia
  • Signal Processing, Computer-Assisted
  • Predictive Value of Tests
  • Humans
  • Electrocardiography
  • Diagnosis, Computer-Assisted
  • Biomedical Engineering
  • Algorithms
  • 4603 Computer vision and multimedia computation