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An Efficient Designing of IIR Filter for ECG Signal Classification Using MATLAB
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Academic Editor: VIJAYAKUMAR ANAND
Published:
13 March 2023
by MDPI
in Holography Meets Advanced Manufacturing
session Advanced Manufacturing 1
Abstract:
Abstract: The electrocardiogram (ECG) is a biological signal that is frequently employed and plays a significant role in cardiac analysis. In analysis of important indicators of the distribution of ECG record of patient. The R wave is crucial for both analyzing abnormalities in cardiac rhythm and determining heart rate variability (HRV). In this article, a brand-new method for classifying and detecting QRS peaks in ECG data based on artificial intelligence is provided. The integration of the ECG signal data is proposed using a reduced order IIR filter design. To construct the reduced order filter, the filter coefficient is optimized using the min-max method. The main focus of this study is on removing baseline uncertainty and power line interferences from the ECG signal. According to the results, the accuracy has increased by about 13.5% in comparison to the fundamental Pan-Tompkins approach and by about 8.1% in comparison to the current IIR-filter-based categorization rules.
Keywords: Keywords: ECG, Interpretation, Acquisition, HRV, Pan-Tompkins Method, min-max method.
Comments on this paper
Mikasa Ackerman
8 September 2023
This research on designing an IIR filter for ECG signal fnf classification is innovative and promising.
baron meant
31 October 2023
This study presents a novel approach to QRS peak detection and classification in ECG data, one that makes use of artificial intelligence. A reduced order IIR filter architecture is developed for integrating ECG signal data. The filter coefficients are optimized using the min-max approach to build the reduced order filter foodle.
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