Browsing by Author "Trent, Stephen"

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Generative Adversarial Networks as a Method to Predict Stresses in Structures

TRENT, STEPHEN DOUGLAS (2021 , Master Thesis)
There have been continuous advances in the field of Finite Element Analysis (FEA) allowing designers, architects, engineers and the public at large increasing ease and access. The methods of implementation however, have ...
Using Conditional Generative Adversarial Networks in Computational Mechanics -- Code

Trent, Stephen; Sassi, Sadok; M. Shadi, Mohamed; Renno, Jamil (2022 , Dataset)
We use cGANs to solve computational mechanics. We model a structure using FEA and generate simulations results (deflection and stress). We then transform the FEA results into images where the colour channels correspond to ...