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FFV-PINN: A fast physics-informed neural network with simplified finite volume discretization and residual correction

Chang Wei, Yuchen Fan, Jian Cheng Wong, Chin Chun Ooi, Heyang Wang, Pao‐Hsiung Chiu

2025Computer Methods in Applied Mechanics and Engineering16 citationsDOIOpen Access PDF

Topics & Concepts

DiscretizationResidualArtificial neural networkFinite volume methodFinite element methodVolume (thermodynamics)Applied mathematicsMethod of mean weighted residualsMathematicsMathematical analysisPhysicsComputer scienceAlgorithmMechanicsArtificial intelligenceThermodynamicsGalerkin methodModel Reduction and Neural NetworksNuclear Engineering Thermal-HydraulicsNuclear reactor physics and engineering