C. Heaney

most citedSurrogate models for Rock-Fluid Interaction: A Grid-Size-Invariant Approach

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physics.flu-dyn2026

NeuralFVM: Neural-physics-based Finite Volume Method for Turbulent Flows Using the $k$ - $I ¨ $ Model

Tingkai Xue, Yu Jiao, Te Ba +9

In this work, we develop a neural-physics solver based on finite volume method (FVM), namely NeuralFVM, for turbulent flows by implementing the standard $k$ - $I ¨ $ model designed for…

physics.flu-dyn2025

Neural Physics: Using AI Libraries to Develop Physics-Based Solvers for Incompressible Computational Fluid Dynamics

Boyang Chen, Claire E. Heaney, Christopher C. Pain

Numerical discretisations of partial differential equations (PDEs) can be written as discrete convolutions, which, themselves, are a key tool in AI libraries and used in convolutio…

NeuralFVM: Neural-physics-based Finite Volume Method for Turbulent Flows Using the k-I¨ Model

Neural Physics: Using AI Libraries to Develop Physics-Based Solvers for Incompressible Computational Fluid Dynamics

NeuralFVM: Neural-physics-based Finite Volume Method for Turbulent Flows Using the $k$ - $I ¨ $ Model