Author

G. McKinley

2 papers indexed here

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Open access Oct 2026

Scientific machine learning for modeling complex fluids with thixotropy and plasticity

Complex fluids that exhibit thixotropy and plasticity play a pivotal role in a range of industries including fast moving consumer goods, additive manufacturing as well as in the energy, resource extraction and automotive sectors. The soft matter material systems used in such applications are often collectively labele...

Joshua David John Rathinara, Kyle R. Lennon, G. McKinley · PNAS Nexus · 0 citations

Preprint Sep 2026

Stable and Interpretable Multi-Mode Rheological Universal Differential Equations (mmRUDEs) for Data-Driven Constitutive Modeling

The Rheological Universal Differential Equation (RUDE) framework embeds neural networks within a frame-indifferent tensorial constitutive backbone and so enables data-driven discovery of complex material rheological behavior. However, the flexibility that makes the RUDE framework attractive also makes it difficult to d...

Mohua Das, Nicholas King, Navid Azizan et al. · 0 citations