Published March 11, 2014 | Version v1
Journal article

On the application of optimal wavelet filter banks for ECG signal classification

  • 1. School of Systems Engineering the University of Reading (United Kingdom)
  • 2. Divisão de Engenharia Eletrônica, Instituto Tecnológico de Aeronáutica, São José dos Campos, SP, 12228-900 Brazil (Brazil)

Description

This paper discusses ECG signal classification after parametrizing the ECG waveforms in the wavelet domain. Signal decomposition using perfect reconstruction quadrature mirror filter banks can provide a very parsimonious representation of ECG signals. In the current work, the filter parameters are adjusted by a numerical optimization algorithm in order to minimize a cost function associated to the filter cut-off sharpness. The goal consists of achieving a better compromise between frequency selectivity and time resolution at each decomposition level than standard orthogonal filter banks such as those of the Daubechies and Coiflet families. Our aim is to optimally decompose the signals in the wavelet domain so that they can be subsequently used as inputs for training to a neural network classifier

Availability note (English)

Available from http://dx.doi.org/10.1088/1742-6596/490/1/012142

Additional details

Publishing Information

Journal Title
Journal of Physics. Conference Series (Online)
Journal Volume
490
Journal Issue
1
Journal Page Range
[5 p.]
ISSN
1742-6596

Conference

Title
2. international conference on mathematical modeling in physical sciences 2013
Acronym
IC-MSQUARE 2013
Dates
1-5 Sep 2013
Place
Prague (Czech Republic)

INIS

Country of Publication
United Kingdom
Country of Input or Organization
International Atomic Energy Agency (IAEA)
INIS RN
46073823
Subject category
S71: CLASSICAL AND QUANTUM MECHANICS, GENERAL PHYSICS;
Resource subtype / Literary indicator
Conference
Descriptors DEI
ALGORITHMS; CLASSIFICATION; DECOMPOSITION; FILTERS; MIRRORS; NEURAL NETWORKS; OPTIMIZATION; QUADRATURES; SIGNALS; TIME RESOLUTION; WAVE FORMS
Descriptors DEC
CHEMICAL REACTIONS; MATHEMATICAL LOGIC; RESOLUTION; TIMING PROPERTIES