Learning the non-proportional multiaxial elastic–plastic response of an aluminium alloy with neural networks

We present a surrogate model for the elastic–plastic response of an aluminium alloy, based on simple neural networks trained on measurements taken in tension–torsion and compression-torsion experiments. In these tests hollow cylindrical test specimens are subjected to pseudo-random time histories of...

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Bibliographic Details
Main Authors: Burcu Tasdemir, Antonio Pellegrino, Xinyu Su, Vito L. Tagarielli
Format: Article
Language:English
Published: Elsevier 2025-05-01
Series:Materials & Design
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Online Access:http://www.sciencedirect.com/science/article/pii/S0264127525003764
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