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...
Main Author: | |
---|---|
Other Authors: | |
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 |
id |
ndltd-uottawa.ca-oai-ruor.uottawa.ca-10393-26122 |
---|---|
record_format |
oai_dc |
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 |
work_keys_str_mv |
AT gadourypascal finiteelementmodelingandmultivariateoptimizationoverfibreorientationandvolumefractionoffibrecompositepartsaimedatminimizingtargeteddisplacements |
_version_ |
1718597863253999616 |