Parameter Estimation Using a Gaussian Process Regression-Based Reduced-Order Model and Sparse Sensing: Application to a Methane/Air Lifted Jet Flame
Alberto Procacci, Laura Donato, Ruggero Amaduzzi, Chiara Galletti, Axel Coussement, Alessandro Parente
Topics & Concepts
Scalar (mathematics)KrigingResidualAlgorithmGaussian processCurse of dimensionalityUncertainty quantificationApplied mathematicsGaussianCombustionComputer scienceMathematical optimizationMathematicsChemistryMachine learningComputational chemistryGeometryOrganic chemistryCombustion and flame dynamicsAdvanced Combustion Engine TechnologiesProbabilistic and Robust Engineering Design