1. Physics-Infused Reduced-Order Modeling of Aerothermal Loads for Fluid-Thermal-Structural Interactions Open Access Author: Vargas Venegas, Carlos Title: Physics-Infused Reduced-Order Modeling of Aerothermal Loads for Fluid-Thermal-Structural Interactions Graduate Program: Aerospace Engineering (MS) Keywords: hypersonicfluid-thermal-structuralaerothermoelasticitydata-drivenphysics-drivenphysics-basedreduced-order modelingmachine learningfield inversionaerothermalturbulent viscous-inviscid interactionsneural ordinary differential equationsdirect collocationoptimizationkrigingproper-orthogonal decompositionlatin hypercube samplingthermoelastichypersonic vehicleRANSskin-paneltwo-dimensionalgaussian process regressioncomputational fluid dynamicssupported panelaugmentationaugmentedmodel augmentationsurrogatePOD-krigingPODalgebraicdifferentialalgebraic augmentationdifferential augmentationNODEPIROManalysis File: Download ms-thesis-corrected.pdf Committee Members: Daning Huang, Thesis Advisor/Co-AdvisorPuneet Singla, Committee MemberAmy Pritchett, Program Head/ChairSven Schmitz, Committee Member
