Fourier Neural Operators

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// recent coverage 3 mentions

06:52

2026-06-29

discuss.huggingface.co

machine-learning

Practical experience with ML surrogates for CFD and FEA simulations?

An engineer seeking real-world experience with ML surrogates for CFD and FEA simulations asks about practical architectures, data efficiency, physics-informed approaches, and generalization. The quest…

08:53

2026-06-22

discuss.huggingface.co

machine-learning

Using ML surrogate models to accelerate CFD/FEA simulations — what's working in practice for engineering data?

Engineers are increasingly using machine learning surrogate models to accelerate computational fluid dynamics (CFD) and finite element analysis (FEA) simulations, replacing traditional hour-long solve…

04:00

2026-05-29

arxiv.org

machine-learning

Sequential Physics-Constrained Neural Operator Forward Modeling for the $\textit{Norne}$ Reservoir System

Researchers developed a mathematical framework for sequential surrogate modeling of three-phase black-oil reservoir dynamics using Fourier Neural Operators (FNO) and physics-informed neural operators …

// co-occurs with top 7 entities

CFD 2 FEA 2 graph neural networks 2 PINNs 2 MLP 2 CNN 2 Norne 1