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

From the 1 of 1 linked paper with an AI index.

collaborators

1 paper

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…