Title :
Optimal design of musculoskeletal models using force field data
Author :
Hoon Yeo, Sang ; Tresch, Matthew C. ; Pai, Dinesh K.
Author_Institution :
Department of Computer Science, The University of British Columbia, 201-2366 Main Mall, Vancouver, V6T 1Z4, Canada
Abstract :
We propose an optimal design framework for a musculoskeletal model. A six degrees of freedom generalized force field at an end effector is measured by activating a specific muscle in-situ. Given that we have a musculoskeletal simulation model with a set of undetermined design parameters, the framework chooses the optimal parameters which minimize the difference between simulated and measured force field data. To ensure generality, the framework is model independent, which means that any type of musculoskeletal model can be applied. As a generalized method, a PID (Proportional-Integral-Derivative) controller and an empirical Jacobian are used to correctly simulate the force field without suffering from numerical issues such as stability and indeterminacy. Case studies of the muscles of the rat hind limb show a satisfactory capability of the framework.
Keywords :
End effectors; Force control; Force measurement; Jacobian matrices; Muscles; Musculoskeletal system; Pi control; Proportional control; Stability; Three-term control; Algorithms; Animals; Automatic Data Processing; Biomechanics; Computer Simulation; Data Interpretation, Statistical; Equipment Design; Extremities; Models, Theoretical; Muscles; Rats; Signal Processing, Computer-Assisted; Software; Stress, Mechanical;
Conference_Titel :
Engineering in Medicine and Biology Society, 2008. EMBS 2008. 30th Annual International Conference of the IEEE
Conference_Location :
Vancouver, BC
Print_ISBN :
978-1-4244-1814-5
Electronic_ISBN :
1557-170X
DOI :
10.1109/IEMBS.2008.4650015