On the application of optimal wavelet filter banks for ECG signal classification
Creators
- 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/10.1088/1742-6596/490/1/012142Additional details
Identifiers
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