A simple remedy for failure modes in physics informed neural networks
Ghazal Farhani, Nima Hosseini Dashtbayaz, Alexander Kazachek, Boyu Wang
Topics & Concepts
Artificial neural networkConvergence (economics)Nonlinear systemPartial differential equationComputer scienceApplied mathematicsSimple (philosophy)Momentum (technical analysis)TangentGradient descentMathematical optimizationMathematicsArtificial intelligenceMathematical analysisPhysicsGeometryEconomicsFinanceQuantum mechanicsEconomic growthEpistemologyPhilosophyModel Reduction and Neural NetworksNeural Networks and ApplicationsFluid Dynamics and Turbulent Flows