Abstract
In this paper a novel approach based on evolutionary polynomial regression (EPR) is presented to develop constitutive models of materials. Stress–strain data are used to train EPR and develop EPR-based material models. It is shown that it is possible to construct the material stiffness (Jacobian) matrix using partial derivatives of the developed EPR models. The EPR-based Jacobian matrix is implemented in finite element (FE) model and two boundary value problems are used to verify the proposed EPR-based FE methodology. It is shown that the EPR-FE model can be successfully employed to analyse structural problems with both linear and non-linear material behaviour.
Original language | English |
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Pages (from-to) | 100-108 |
Number of pages | 9 |
Journal | Computers & Structures |
Volume | 118 |
Early online date | 9 Nov 2012 |
DOIs | |
Publication status | Published - Mar 2013 |