Hyper-parameter tuning of physics-informed neural networks: Application to Helmholtz problems
Paul Escapil‐Inchauspé, Gonzalo A. Ruz
Topics & Concepts
Helmholtz free energyHelmholtz equationArtificial neural networkCollocation (remote sensing)GaussianComputer scienceFinite element methodApplied mathematicsBayesian probabilityBounded functionGaussian processBayesian optimizationMathematical optimizationAlgorithmArtificial intelligenceMathematicsMachine learningPhysicsMathematical analysisBoundary value problemThermodynamicsQuantum mechanicsModel Reduction and Neural NetworksProbabilistic and Robust Engineering DesignNuclear reactor physics and engineering