DocumentCode
2820252
Title
Distributed Approximating Functional Wavelet based neural network in ECG signal processing
Author
Germán-Salló, Z. ; David, L.
Author_Institution
Petru Maior Univ. of Targu Mures
Volume
2
fYear
2006
fDate
25-28 May 2006
Firstpage
451
Lastpage
454
Abstract
For ECG signal processing, information extraction from a noisy background is the fundamental objective. Filtering (noise suppression, baseline wander elimination) is a very important step in efficient ECG signal features extracting to enhance the performance of automatic detection and classification of different cardiac diseases. In this paper we used distributed approximating functional (DAF) wavelets to develop algorithms for signal approximation and filtering. These algorithms use moving average artificial neural network with wavelet type Hermite activating function. They are evaluated in MATLAB with signals from the MIT-BIH arrhythmia database and comparisons are made with the classical (radial basis function and sigmoid type activating function) artificial neuronal networks. New functions were created and integrated into MATLAB environment. The outcomes indicate a good performance tradeoff between accuracy and response time, making this type of algorithms desirable also for real-time implementation
Keywords
approximation theory; diseases; electrocardiography; feature extraction; filtering theory; medical signal detection; medical signal processing; neural nets; ECG signal feature extractio; ECG signal processing; MATLAB; MIT-BIH arrhythmia database; automatic classification; automatic detection; cardiac diseases; distributed approximating functional wavelet based neural network; information extraction; moving average artificial neural network; signal approximation; signal filtering; wavelet type Hermite activating function; Background noise; Cardiac disease; Data mining; Electrocardiography; Feature extraction; Filtering; MATLAB; Neural networks; Signal processing; Signal processing algorithms;
fLanguage
English
Publisher
ieee
Conference_Titel
Automation, Quality and Testing, Robotics, 2006 IEEE International Conference on
Conference_Location
Cluj-Napoca
Print_ISBN
1-4244-0360-X
Electronic_ISBN
1-4244-0361-8
Type
conf
DOI
10.1109/AQTR.2006.254679
Filename
4023002
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