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 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. Data-Driven Scene Reconstruction, Understanding and Generation Restricted (Penn State Only) Author: Liu, Jiachen Title: Data-Driven Scene Reconstruction, Understanding and Generation Graduate Program: Informatics Keywords: data-driven3D scene reconstructionplane reconstructiongeneralizabilityscene layout generationfloorplan File: Login to Download Committee Members: Dongwon Lee, Professor in Charge/Director of Graduate StudiesJames Wang, Major Field MemberSharon Huang, Chair & Dissertation AdvisorFenglong Ma, Major Field MemberHuijuan Xu, Outside Unit & Field Member