Finite Element Modeling and Multivariate Optimization Over Fibre Orientation and Volume Fraction of Fibre Composite Parts Aimed at Minimizing Targeted Displacements

A software program was written that implements a finite element analysis (FEA) solution as the basis of an optimization function used for guiding the inverse design problem of aligning fibres, minimizing displacements in a fibre-reinforced polymer composite part in response to a given loading condi...

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Main Author: Gadoury, Pascal
Other Authors: Robitaille, Francois
Language:en
Published: Université d'Ottawa / University of Ottawa 2013
Subjects:
Online Access:http://hdl.handle.net/10393/26122
http://dx.doi.org/10.20381/ruor-3220
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spelling ndltd-uottawa.ca-oai-ruor.uottawa.ca-10393-261222018-01-05T19:01:41Z Finite Element Modeling and Multivariate Optimization Over Fibre Orientation and Volume Fraction of Fibre Composite Parts Aimed at Minimizing Targeted Displacements Gadoury, Pascal Robitaille, Francois Finite Element Analysis Optimization Multivariate Composite Fibre Discontinuous Reduced Generalized Node NLOpt LBFGS A software program was written that implements a finite element analysis (FEA) solution as the basis of an optimization function used for guiding the inverse design problem of aligning fibres, minimizing displacements in a fibre-reinforced polymer composite part in response to a given loading condition, for various part geometries. The FEA solution makes use of the superlinear RGNTet4 element, which includes 3 displacement and 3 rotational degrees of freedom at 4 nodes. Convergence testing verified the accuracy of the solver versus symbolic results for simple cases. Multivariate optimization over fibre orientations and volume fractions was carried out for a simple test case using the NLOpt nonlinear optimization library. Both derivative-free and gradient-based algorithms were tested. Low-Storage Broyden-Fletcher-Goldfarb-Shannon was the most effective algorithm. Four more complex cases were examined, and by varying fibre orientations, reductions of 48%, 66%, 58% and 32% were achieved in displacements at the loaded nodes. 2013-09-16T20:11:42Z 2013-09-16T20:11:42Z 2013 2013 Thesis http://hdl.handle.net/10393/26122 http://dx.doi.org/10.20381/ruor-3220 en Université d'Ottawa / University of Ottawa
collection NDLTD
language en
sources NDLTD
topic Finite Element Analysis
Optimization
Multivariate
Composite
Fibre
Discontinuous
Reduced Generalized Node
NLOpt
LBFGS
spellingShingle Finite Element Analysis
Optimization
Multivariate
Composite
Fibre
Discontinuous
Reduced Generalized Node
NLOpt
LBFGS
Gadoury, Pascal
Finite Element Modeling and Multivariate Optimization Over Fibre Orientation and Volume Fraction of Fibre Composite Parts Aimed at Minimizing Targeted Displacements
description A software program was written that implements a finite element analysis (FEA) solution as the basis of an optimization function used for guiding the inverse design problem of aligning fibres, minimizing displacements in a fibre-reinforced polymer composite part in response to a given loading condition, for various part geometries. The FEA solution makes use of the superlinear RGNTet4 element, which includes 3 displacement and 3 rotational degrees of freedom at 4 nodes. Convergence testing verified the accuracy of the solver versus symbolic results for simple cases. Multivariate optimization over fibre orientations and volume fractions was carried out for a simple test case using the NLOpt nonlinear optimization library. Both derivative-free and gradient-based algorithms were tested. Low-Storage Broyden-Fletcher-Goldfarb-Shannon was the most effective algorithm. Four more complex cases were examined, and by varying fibre orientations, reductions of 48%, 66%, 58% and 32% were achieved in displacements at the loaded nodes.
author2 Robitaille, Francois
author_facet Robitaille, Francois
Gadoury, Pascal
author Gadoury, Pascal
author_sort Gadoury, Pascal
title Finite Element Modeling and Multivariate Optimization Over Fibre Orientation and Volume Fraction of Fibre Composite Parts Aimed at Minimizing Targeted Displacements
title_short Finite Element Modeling and Multivariate Optimization Over Fibre Orientation and Volume Fraction of Fibre Composite Parts Aimed at Minimizing Targeted Displacements
title_full Finite Element Modeling and Multivariate Optimization Over Fibre Orientation and Volume Fraction of Fibre Composite Parts Aimed at Minimizing Targeted Displacements
title_fullStr Finite Element Modeling and Multivariate Optimization Over Fibre Orientation and Volume Fraction of Fibre Composite Parts Aimed at Minimizing Targeted Displacements
title_full_unstemmed Finite Element Modeling and Multivariate Optimization Over Fibre Orientation and Volume Fraction of Fibre Composite Parts Aimed at Minimizing Targeted Displacements
title_sort finite element modeling and multivariate optimization over fibre orientation and volume fraction of fibre composite parts aimed at minimizing targeted displacements
publisher Université d'Ottawa / University of Ottawa
publishDate 2013
url http://hdl.handle.net/10393/26122
http://dx.doi.org/10.20381/ruor-3220
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