DocumentCode
386292
Title
A statistical approach to time frequency analysis of SEMG
Author
Alemu, M. ; Kumar, D.K. ; Bradley, A.
Author_Institution
ECE, R. Melbourne Inst. of Technol., Vic., Australia
Volume
1
fYear
2002
fDate
2002
Firstpage
192
Abstract
The aim of this study was to examine the influence of various external factors on the time-frequency (TF) content of surface electromyography (SEMG). The paper reports on a study of various factors like the level of muscle contraction, gender of the subject and inter electrode distance. A group of ten healthy subjects (five males and five females) performed isometric elbow flexions of the right arm at 20, 50 and 80% of their maximal voluntary contraction (MVC). The SEMG signal was recorded using surface electrodes placed at a distance of 18 and 36 mm over the biceps brachii muscle. WVD was used to extract the time frequency (TF) information of the signal and instantaneous frequency (IF) of the signal was extracted. Statistical analysis was performed on the IF values to determine the influence of each of the factors on the signal. The analysis indicates that there is a variation in the SEMG recordings for subjects based on gender, change of inter electrode distance and the level of muscle contraction. The IF at 50% was the highest compared with 20% and 80% MVC, while 20% was the lowest.
Keywords
electromyography; medical signal processing; statistical analysis; time-frequency analysis; 18 mm; 36 mm; SEMG; WVD; biceps brachii muscle; gender; instantaneous frequency; inter electrode distance; isometric elbow flexions; maximal voluntary contraction; muscle contraction; statistical analysis; statistical approach; surface electromyography; time frequency analysis; Data mining; Elbow; Electrodes; Electromyography; Frequency estimation; Gaussian distribution; Muscles; Root mean square; Statistical analysis; Time frequency analysis;
fLanguage
English
Publisher
ieee
Conference_Titel
Engineering in Medicine and Biology, 2002. 24th Annual Conference and the Annual Fall Meeting of the Biomedical Engineering Society EMBS/BMES Conference, 2002. Proceedings of the Second Joint
ISSN
1094-687X
Print_ISBN
0-7803-7612-9
Type
conf
DOI
10.1109/IEMBS.2002.1134452
Filename
1134452
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