DocumentCode :
333766
Title :
Inter-scale local maxima-a new technique for wavelet analysis of EMG signals
Author :
Abel, E.W. ; Arkidis, N.S. ; Forster, A.
Author_Institution :
Biomed. Eng., Dundee Univ., UK
Volume :
3
fYear :
1998
fDate :
29 Oct-1 Nov 1998
Firstpage :
1471
Abstract :
A new method, called inter-scale local maxima (ISLM) has been developed for estimation of the local frequency content of a signal and applied to the analysis of EMG interference pattern signals. The algorithm, based on the propagation of local maxima across scales, is used to classify signal singularities in a specific frequency band. EMG signals were decomposed at several scales with the redundant dyadic wavelet transform and ISLM values derived. The ISLM represents the most prominent local maximum, across the scales, associated with a singularity. A statistical analysis of the ISLM histograms at each scale showed that subjects from normal, neuropathic and myopathic groups could be classified by differences in standard deviation, kurtosis and standard error of the mean. Although the sample size was small and further evaluation is required, ISLM represents a potentially useful technique in the diagnosis of patients with neuromuscular disorders
Keywords :
convolution; electromyography; medical signal processing; signal classification; signal representation; signal resolution; splines (mathematics); time-frequency analysis; wavelet transforms; EMG signals; convolution; histograms; inter-scale local maxima; interference pattern signals; kurtosis; local frequency content; local maxima propagation across scales; multiple representation; neuromuscular disorder patients; polynomial splines; redundant dyadic wavelet transform; signal singularities classification; standard deviation; standard error; statistical analysis; wavelet analysis; Electromyography; Frequency estimation; Histograms; Interference; Neuromuscular; Pattern analysis; Signal analysis; Statistical analysis; Wavelet analysis; Wavelet transforms;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Engineering in Medicine and Biology Society, 1998. Proceedings of the 20th Annual International Conference of the IEEE
Conference_Location :
Hong Kong
ISSN :
1094-687X
Print_ISBN :
0-7803-5164-9
Type :
conf
DOI :
10.1109/IEMBS.1998.747163
Filename :
747163
Link To Document :
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