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January 1, 1995IEEE Transactions on Biomedical Engineering238 citations

Genetic design of optimum linear and nonlinear QRS detectors

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RPRiccardo PoliSCStefano CagnoniGVG. Valli

Key Result

A genetic algorithm was successfully used to design optimum linear and nonlinear QRS detectors, minimizing detection errors on the MIT-BIH Arrhythmia Database.

Structured PICO

P
Population
MIT-BIH Arrhythmia Database (reference ECG signals)
I
Intervention
QRS detectors including a linear or nonlinear polynomial filter and an adaptive maxima detector, designed using a genetic algorithm
O
Outcome
Detection errorssurrogate

A genetic algorithm approach can be used to design optimum linear and nonlinear QRS detectors to minimize detection errors on ECG signals.

Abstract

This paper describes an approach to the design of optimum QRS detectors. We report on detectors including a linear or nonlinear polynomial filter, which enhances and rectifies the QRS complex, and a simple, adaptive maxima detector. The parameters of the filter and the detector, and the samples to be processed are selected by a genetic algorithm which minimizes the detection errors made on a set of reference ECG signals. Three different architectures and the experimental results achieved on the MIT-BIH Arrhythmia Database are described.

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Cite This Study

Poli et al. (1995) studied Arrhythmia / ECG signal processing. Genetic algorithm for QRS detector design was evaluated on Detection errors. A genetic algorithm was successfully used to design optimum linear and nonlinear QRS detectors, minimizing detection errors on the MIT-BIH Arrhythmia Database.

synapsesocial.com/papers/6a152d08a2352da34782023fhttps://doi.org/10.1109/10.469381
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Also Consider

Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

  1. 1A Real-Time QRS Detection Algorithm1985 · 7,852 citations
  2. 2A Digital Filter for the QRS Complex Detection1979 · 219 citations
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  5. 5Automated High-Speed Analysis of Holter Tapes with Microcomputers1983 · 115 citations