Local approximate Gaussian process regression for data-driven constitutive models: development and comparison with neural networks
Jan N. Fuhg, Michele Marino, Nikolaos Bouklas
Topics & Concepts
Artificial neural networkGaussian processHyperelastic materialParametric statisticsComputer scienceKrigingApplied mathematicsUncertainty quantificationMathematical optimizationGaussianAlgorithmComputational mechanicsComputationMathematicsMachine learningFinite element methodEngineeringStatisticsPhysicsStructural engineeringQuantum mechanicsModel Reduction and Neural NetworksProbabilistic and Robust Engineering DesignComposite Material Mechanics