Literature DB >> 16033695

A 'cheap' optimal control approach to estimate muscle forces in musculoskeletal systems.

Luciano Luporini Menegaldo1, Agenor de Toledo Fleury, Hans Ingo Weber.   

Abstract

This paper shows a new method to estimate the muscle forces in musculoskeletal systems based on the inverse dynamics of a multi-body system associated optimal control. The redundant actuator problem is solved by minimizing a time-integral cost function, augmented with a torque-tracking error function, and muscle dynamics is considered through differential constraints. The method is compared to a previously implemented human posture control problem, solved using a Forward Dynamics Optimal Control approach and to classical static optimization, with two different objective functions. The new method provides very similar muscle force patterns when compared to the forward dynamics solution, but the computational cost is much smaller and the numerical robustness is increased. The results achieved suggest that this method is more accurate for the muscle force predictions when compared to static optimization, and can be used as a numerically 'cheap' alternative to the forward dynamics and optimal control in some applications.

Entities:  

Mesh:

Year:  2005        PMID: 16033695     DOI: 10.1016/j.jbiomech.2005.05.029

Source DB:  PubMed          Journal:  J Biomech        ISSN: 0021-9290            Impact factor:   2.712


  7 in total

1.  Analytical and numerical analysis of inverse optimization problems: conditions of uniqueness and computational methods.

Authors:  Alexander V Terekhov; Vladimir M Zatsiorsky
Journal:  Biol Cybern       Date:  2011-02-11       Impact factor: 2.086

2.  Estimation of musculotendon kinematics in large musculoskeletal models using multidimensional B-splines.

Authors:  Massimo Sartori; Monica Reggiani; Antonie J van den Bogert; David G Lloyd
Journal:  J Biomech       Date:  2011-12-15       Impact factor: 2.712

3.  Evaluation of Upper Limb Muscle Activation Using Musculoskeletal Model with Wearable Assistive Device.

Authors:  M F Ashari; A Hanafusa; S Mohamaddan
Journal:  Appl Bionics Biomech       Date:  2022-07-06       Impact factor: 1.664

4.  Evaluation of Direct Collocation Optimal Control Problem Formulations for Solving the Muscle Redundancy Problem.

Authors:  Friedl De Groote; Allison L Kinney; Anil V Rao; Benjamin J Fregly
Journal:  Ann Biomed Eng       Date:  2016-03-21       Impact factor: 3.934

5.  Predictive Simulation of Reaching Moving Targets Using Nonlinear Model Predictive Control.

Authors:  Naser Mehrabi; Reza Sharif Razavian; Borna Ghannadi; John McPhee
Journal:  Front Comput Neurosci       Date:  2017-01-13       Impact factor: 2.380

6.  Design of the Cooperative Actuation in Hybrid Orthoses: A Theoretical Approach Based on Muscle Models.

Authors:  Francisco Romero-Sánchez; Javier Bermejo-García; Jorge Barrios-Muriel; Francisco J Alonso
Journal:  Front Neurorobot       Date:  2019-07-31       Impact factor: 2.650

7.  EMGD-FE: an open source graphical user interface for estimating isometric muscle forces in the lower limb using an EMG-driven model.

Authors:  Luciano Luporini Menegaldo; Liliam Fernandes de Oliveira; Kin K Minato
Journal:  Biomed Eng Online       Date:  2014-04-04       Impact factor: 2.819

  7 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.