Title :
Analysis of progression of fatigue conditions in biceps brachii muscles using surface electromyography signals and complexity based features
Author :
Karthick, P.A. ; Makaram, Navaneethakrishna ; Ramakrishnan, Shankar
Author_Institution :
Non-Invasive Imaging & Diagnostics Lab., Indian Inst. of Technol. Madras, Chennai, India
Abstract :
Muscle fatigue is a neuromuscular condition where muscle performance decreases due to sustained or intense contraction. It is experienced by both normal and abnormal subjects. In this work, an attempt has been made to analyze the progression of muscle fatigue in biceps brachii muscles using surface electromyography (sEMG) signals. The sEMG signals are recorded from fifty healthy volunteers during dynamic contractions under well defined protocol. The acquired signals are preprocessed and segmented in to six equal parts for further analysis. The features, such as activity, mobility, complexity, sample entropy and spectral entropy are extracted from all six zones. The results are found showing that the extracted features except complexity feature have significant variations in differentiating non-fatigue and fatigue zone respectively. Thus, it appears that, these features are useful in automated analysis of various neuromuscular activities in normal and pathological conditions.
Keywords :
biomechanics; electromyography; entropy; fatigue; feature extraction; medical signal detection; medical signal processing; neurophysiology; biceps brachii muscle fatigue conditions; complexity based feature extraction; dynamic contractions; neuromuscular condition; sample entropy; spectral entropy; surface electromyography signal acquisition; surface electromyography signal preprocessing; surface electromyography signal segmentation; Complexity theory; Electromyography; Entropy; Fatigue; Feature extraction; Muscles; Time-frequency analysis;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2014 36th Annual International Conference of the IEEE
Conference_Location :
Chicago, IL
DOI :
10.1109/EMBC.2014.6944322