Title :
A method for quantitative SEMG decomposition and MUAP classification during voluntary isovelocity elbow flexion
Author :
Akazawa, Jun ; Okuno, Ryuhei
Author_Institution :
Meiji Univ. of Integrative Med., Nantan, Japan
Abstract :
The purpose of this study was to develop an algorithm for surface electromyogram (SEMG) decomposition and classification of surface motor unit (MU) action potential (MUAP) detected during isovelocity elbow flexion. In our proposed algorithm, firstly the measured SEMG was extracted for 3 seconds by every 1.5 seconds. SEMG was decomposed with Independent Component Analysis (ICA) technique, and classified with template matching. Finally, the MUAP trains were identified under the firing time of the MUAPs classified in each extracted period. The SEMG was measured from the biceps short head muscle during voluntary elbow flexion of 0 to 90 degrees at constant velocity 9 degree/s against a constant load torque of 10%MVC and the MUAPs were classified with our proposed algorithm. As a result, calculated MUs firing rates were almost same as the results in the previous studies. It was shown that the proposed algorithm was useful for decomposing SEMG detected during flexion movements.
Keywords :
biomechanics; electromyography; independent component analysis; medical signal detection; signal classification; Independent Component Analysis technique; MU firing rate; MUAP classification; biceps short head muscle; constant load torque; constant velocity; firing time; flexion movement; quantitative SEMG decomposition; surface electromyogram decomposition; surface motor unit action potential detected; template matching; time 1.5 s; time 3 s; voluntary isovelocity elbow flexion; Algorithm design and analysis; Classification algorithms; Elbow; Electrodes; Firing; Muscles; Torque; Adult; Algorithms; Elbow; Electromyography; Female; Humans; Locomotion; Male; Muscle, Skeletal;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2013 35th Annual International Conference of the IEEE
Conference_Location :
Osaka
DOI :
10.1109/EMBC.2013.6611112