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
2. Machine learning navigation solutions using unscented filters Open Access Author: Struble, Nathan Title: Machine learning navigation solutions using unscented filters Graduate Program: Aerospace Engineering (MS) Keywords: machine learningkalman filteringvisual odometry File: Download Thesis_nate-3.pdf Committee Members: Jacob Langelaan, Professor in Charge/Director of Graduate StudiesSimon W Miller, Thesis Advisor/Co-AdvisorDaning Huang, Committee MemberJay Dean Martin, Committee Member