Computer-aided interpretation of ECG for diagnostics
- 1 January 1996
- journal article
- research article
- Published by Taylor & Francis in International Journal of Systems Science
- Vol. 27 (1) , 43-58
- https://doi.org/10.1080/00207729608929188
Abstract
The paper presents an integrated pattern recognition method for the computer-aided interpretation of the ECG for diagnostic purposes. The overall process of computer-aided interpretation has been subdivided into the stages of preprocessing, feature extraction, parameter measurement, frontal plane axis (FPA) angle calculation and diagnostics. A novel method has been developed for the delineation of peaks with boundary detection up to an accuracy of 99·98%. Accuracies have been obtained up to 99·83% in QRS identification and 96% in P and T wave identification, using fuzzy criteria, respectively. A fast and efficient algorithm has been implemented for FPA calculation. A point scoring scheme for left and right ventricular hypertrophy has been used for the diagnostics. Through this integrated approach the output results are available in a concise tabular form for easy inspection by the cardiologists. The method is suitable for both off-line and on-line applications in cardiac care units. The method has been successfully tested for a large number of ECG waveforms. The test results establish the accuracy, effectiveness and reliability of the method.Keywords
This publication has 11 references indexed in Scilit:
- Applications of adaptive filtering to ECG analysis: noise cancellation and arrhythmia detectionIEEE Transactions on Biomedical Engineering, 1991
- Bottom-up approach to the ECG pattern-recognition problemMedical & Biological Engineering & Computing, 1989
- Computer-aided techniques for the extraction of ECG parametersInternational Journal of Systems Science, 1989
- Establishment of a reference library for evaluating computer ECG measurement programsComputers and Biomedical Research, 1985
- A Real-Time QRS Detection AlgorithmIEEE Transactions on Biomedical Engineering, 1985
- Estimation of QRS Complex Power Spectra for Design of a QRS FilterIEEE Transactions on Biomedical Engineering, 1984
- Recognition of noisy peaks in ECG waveformsComputers and Biomedical Research, 1984
- Mathematical model of an electrocardiogram based on new basis functionsInternational Journal of Systems Science, 1983
- A Digital Filter for the QRS Complex DetectionIEEE Transactions on Biomedical Engineering, 1979
- A point-score system for the ECG diagnosis of left ventricular hypertrophyAmerican Heart Journal, 1968