Title :
Muscle synergies are consistent when pedaling under different biomechanical demands
Author :
De Marchis, C. ; Castronovo, A.M. ; Bibbo, Daniele ; Schmid, Maurizio ; Conforto, Silvia
Author_Institution :
Dept. of Appl. Electron., Univ. Roma Tre, Rome, Italy
fDate :
Aug. 28 2012-Sept. 1 2012
Abstract :
In this study we investigate the muscle coordination underlying the execution of a pedaling exercise across different biomechanical demands, by using the muscle synergies paradigm. 9 non professional subjects performed a cycling exercise using their preferred pedaling strategy (Preferred Strategy, PS) and then, through the use of a feedback based on the presentation of a real-time index of mechanical efficiency determined by means of instrumented pedals, they were helped to optimize their pedaling technique (Effective Strategy, ES). EMG activity was recorded from 8 muscles of the dominant leg. Nonnegative Matrix Factorization was applied for the extraction of muscle synergies. 4 modules were sufficient to reconstruct the repertoire of muscle activations for all the subjects during PS condition, and these modules were found consistent across all the subjects (correlation >; 83%). 5 muscle synergies were necessary for the characterization in ES condition; 4 out of these modules were shared with PS condition, and the resulting additional module appeared subject-specific. These preliminary results support the existence of a modular motor control in humans.
Keywords :
biomechanics; feature extraction; matrix decomposition; medical signal processing; muscle; signal reconstruction; cycling exercise; mechanical efficiency; muscle coordination; muscle synergies paradigm; nonnegative matrix factorization; pedaling exercise; signal extraction; signal reconstruction; Biomechanics; Force; Humans; Motor drives; Muscles; Production; Vectors; Cycling; Index of Pedaling Efficiency; Muscle Synergies; sEMG; Adult; Bicycling; Biomechanical Phenomena; Electromyography; Humans; Male; Muscle, Skeletal;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2012 Annual International Conference of the IEEE
Conference_Location :
San Diego, CA
Print_ISBN :
978-1-4244-4119-8
Electronic_ISBN :
1557-170X
DOI :
10.1109/EMBC.2012.6346672