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2017 | OriginalPaper | Chapter

Analysis of Optimal Control Problem Formulations in Skeletal Movement Predictions

Authors : Gil Serrancolí, Joris De Schutter, Friedl De Groote

Published in: Converging Clinical and Engineering Research on Neurorehabilitation II

Publisher: Springer International Publishing

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Abstract

Predictions of human movements to study control strategies or to investigate human-orthosis interaction require the solution of the kinematic redundancy by solving a dynamic optimization problem. Direct collocation is a promising method to solve these problems. However, the convergence of collocation methods is sensitive to problem formulation. We therefore compare different optimal control problem formulations to predict the motion of a planar two-link model with foot-ground contact. The use of implicit dynamic formulations minimizing accelerations or jerks facilitated the convergence over other formulations. The use of automatic differentiation and an appropriate time scale had a large influence on computation time.

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Metadata
Title
Analysis of Optimal Control Problem Formulations in Skeletal Movement Predictions
Authors
Gil Serrancolí
Joris De Schutter
Friedl De Groote
Copyright Year
2017
DOI
https://doi.org/10.1007/978-3-319-46669-9_207