Title :
Fourier and wavelet spectral analysis of EMG signals in isometric and dynamic maximal effort exercise
Author :
Dantas, José L. ; Camata, Thiago V. ; Brunetto, Maria A O C ; Moraes, Antonio C. ; Abrão, Taufik ; Altimari, Leandro R.
Author_Institution :
Group of Study & Res. in Neuromuscular Syst. & Exercise, CEFE - State Univ. of Londrina (UEL), Londrina, Brazil
fDate :
Aug. 31 2010-Sept. 4 2010
Abstract :
Frequency domain analyses of changes in electromyographic (EMG) signals over time are frequently used to assess muscle fatigue. Fourier based approaches are typically used in these analyses, yet Fourier analysis assumes signal stationarity, which is unlikely during dynamic contractions. Wavelet based methods of signal analysis do not assume stationarity and may be more appropriate for joint time-frequency domain analysis. The purpose of this study was to compare Short-Time Fourier Transform (STFT) and Continuous Wavelet Transform (CWT) in assessing muscle fatigue in isometric and dynamic exercise. The results of this study indicate that CWT and STFT analyses give similar fatigue estimates (slope of median frequency) in isometric and dynamic exercise (P<;;003E;0.05). However, the results of the variance was lower for both types of exercise in CWT compared to STFT (P<;;0.05) indicating more variability in the EMG signal analysis using STFT. Thus, the stationarity assumption may not be the sole factor responsible for affecting the Fourier based estimates.
Keywords :
Fourier transforms; biomechanics; electromyography; frequency-domain analysis; medical signal processing; muscle; spectral analysis; wavelet transforms; EMG signals; Fourier analysis; continuous wavelet transform; dynamic maximal effort exercise; electromyographic signals; frequency domain analysis; isometric maximal effort exercise; muscle fatigue; short-time Fourier transform; signal stationarity; time-frequency domain analysis; wavelet spectral analysis; Continuous wavelet transforms; Electromyography; Fatigue; Muscles; Time frequency analysis; Adult; Electromyography; Exercise Test; Fourier Analysis; Humans; Isometric Contraction; Linear Models; Muscle, Skeletal; Physical Exertion; Time Factors; Wavelet Analysis; Young Adult;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2010 Annual International Conference of the IEEE
Conference_Location :
Buenos Aires
Print_ISBN :
978-1-4244-4123-5
DOI :
10.1109/IEMBS.2010.5627579