Thermodynamically consistent physics-informed neural networks for hyperbolic systems
Ravi G. Patel, Indu Manickam, Nathaniel Trask, Mitchell Wood, Myoungkyu Lee, Ignacio Tomaš, Eric C. Cyr
Topics & Concepts
Artificial neural networkDiscretizationApplied mathematicsFinite volume methodEntropy (arrow of time)Statistical physicsComputer scienceMathematicsMathematical optimizationPhysicsMathematical analysisArtificial intelligenceMechanicsQuantum mechanicsModel Reduction and Neural NetworksComputational Fluid Dynamics and AerodynamicsFluid Dynamics and Turbulent Flows