Stochastic stiffness identification and response estimation of Timoshenko beams via physics-informed Gaussian processes
Gledson Rodrigo Tondo, Sebastian Rau, Igor Kavrakov, Guido Morgenthal
Topics & Concepts
Structural health monitoringGaussian processCovarianceSystem identificationProbabilistic logicComputer scienceTimoshenko beam theoryGaussianUncertainty quantificationBayesian inferenceStiffnessBayesian probabilityEngineeringFinite element methodMathematicsMachine learningPhysicsData modelingArtificial intelligenceStructural engineeringQuantum mechanicsStatisticsDatabaseModel Reduction and Neural NetworksProbabilistic and Robust Engineering DesignGaussian Processes and Bayesian Inference