A Gaussian-process-based framework for high-dimensional uncertainty quantification analysis in thermoacoustic instability predictions
Shuai Guo, Camilo F. Silva, Kah Joon Yong, Wolfgang Polifke
Topics & Concepts
ThermoacousticsNonlinear systemSurrogate modelUncertainty quantificationGaussian processMonte Carlo methodGaussianInstabilityComputer scienceApplied mathematicsPhysicsAcousticsMathematicsMechanicsMachine learningStatisticsQuantum mechanicsCombustion and flame dynamicsWind and Air Flow StudiesAdvanced Combustion Engine Technologies