DocumentCode :
2224439
Title :
Characterising the discrete wavelet transform of an ECG signal with simple parameters for use in automated diagnosis
Author :
McDarby, G. ; Celler, B.G. ; Lovell, N.H.
Author_Institution :
Biomed. Syst. Lab., Univ. of New South Wales, Sydney, NSW, Australia
fYear :
1998
fDate :
15-18 Feb 1998
Firstpage :
31
Lastpage :
32
Abstract :
The spectral distribution of energy varies between normal ECGs and those from patients post infarct or with ventricular hypertrophies. This suggests that discriminating between normal and abnormal conditions may be possible on the basis of differences in the distribution of spectral energy. The authors compare a reduced Discrete Wavelet Transform characterisation of an ECG QRS complex using three different wavelets. The wavelet transforms are based on dyadic scales and decompose the ECG signals into four detail levels and one approximation level with each decomposition being characterised by a mean and a standard deviation value. The authors´ results indicate that, even after reducing the information in each level of decomposition of the wavelet transform to these two simple values, the discriminating power between normal and abnormal cases, calculated using receiver operator curve (ROC) analysis, exceeds 75%. This improves on the results obtained for scalar parameters such as QRS duration, areas and cardiac axis
Keywords :
discrete wavelet transforms; electrocardiography; medical signal processing; spectral analysis; ECG signal discrete wavelet transform characterization; QRS duration; abnormal conditions; automated diagnosis; cardiac axis; electrodiagnostics; energy spectral distribution; normal conditions; post infarct patients; receiver operator curve analysis; simple parameters; ventricular hypertrophies; Band pass filters; Continuous wavelet transforms; Databases; Discrete wavelet transforms; Electrocardiography; Filter bank; Filtering; Signal analysis; Wavelet analysis; Wavelet transforms;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Bioelectromagnetism, 1998. Proceedings of the 2nd International Conference on
Conference_Location :
Melbourne, Vic.
Print_ISBN :
0-7803-3867-7
Type :
conf
DOI :
10.1109/ICBEM.1998.666380
Filename :
666380
Link To Document :
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