Tanns software
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Tanns software
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WebMay 25, 2024 · TANNs ' architecture is general, enabling applications to materials with different or more complex behavior, without any modification. Discover the world's research 20+ million members 135+... WebMay 25, 2024 · Based on these features, TANNs are a starting point for data-driven, physics-based constitutive modeling with neural networks. We demonstrate the wide applicability of TANNs for modeling elasto-plastic materials, with strain hardening and strain softening. Detailed comparisons show that the predictions of TANNs outperform those of standard …
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WebMay 25, 2024 · Here we propose a new class of data-driven, physics-based, neural networks for constitutive modeling of strain rate independent processes at the material point level, which we define as Thermodynamics-based Artificial Neural Networks (TANNs). The two basic principles of thermodynamics are encoded in the network's architecture by taking ...
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