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constitutive modeling 1machine learning 1tensor basis neural networks 1universal differential equations 1viscoelastic fluids 1

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physics.flu-dyn2026

Harnessing Machine Learning for Hybrid Constitutive Modelling of Viscoelastic Fluid Flows in Computational Rheology

J. L. Cummings, C. Fernandes, F. Dong +2

The paper introduces a hybrid machine‑learning approach that merges Tensor Basis Neural Networks with Universal Differential Equations to discover frame‑invariant constitutive mode…