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Conservative physics-informed neural networks on discrete domains for conservation laws: Applications to forward and inverse problems

Ameya D. Jagtap, Ehsan Kharazmi, George Em Karniadakis

2020Computer Methods in Applied Mechanics and Engineering1,086 citationsDOIOpen Access PDF

Topics & Concepts

Conservation lawNonlinear systemArtificial neural networkKorteweg–de Vries equationApplied mathematicsScalar (mathematics)MathematicsInverse problemMathematical optimizationMathematical analysisComputer sciencePhysicsArtificial intelligenceGeometryQuantum mechanicsModel Reduction and Neural NetworksNeural Networks and ApplicationsFluid Dynamics and Turbulent Flows
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