Multi-output physics-informed neural networks for forward and inverse PDE problems with uncertainties
Mingyuan Yang, John T. Foster
Topics & Concepts
Inverse problemSolverArtificial neural networkUncertainty quantificationPartial differential equationNonlinear systemFinite element methodComputer scienceNoise (video)Monte Carlo methodApplied mathematicsInversePhysical lawMathematical optimizationAlgorithmMathematicsArtificial intelligenceMachine learningPhysicsGeometryThermodynamicsMathematical analysisStatisticsImage (mathematics)Quantum mechanicsModel Reduction and Neural NetworksProbabilistic and Robust Engineering DesignNuclear Engineering Thermal-Hydraulics