Inflow uncertainty Airfoil model Pressure uncertainty Prof Doostan: Uncertainty Quantification (UQ) From data to model predictions Uncertainty bars on predictions Uncertainty-aware design of aerospace systems Uncertainty management in Lithium-ion battery simulations New Approaches to Deal with Uncertainty

Model Calibration Physical system/ data Pressure sensors Temperature sensors Computational model Uncertain model parameters Inverse Stochastic Problems Data-driven model calibration Prof Doostan: Uncertainty Quantification (UQ)

Unleashing the Power of 3-D Printing Prof Maute: Multi-Physics Optimization Group max. stiffness s.t. mass constraint Objet Connex 260

Creativity by Computing Prof Maute: Multi-Physics Optimization Group Topology Optimization in Fluid Mechanics and Heat Transfer inlet outlet max. temperature at A subject to surface convection A

Advanced Schemes for Multi-Physics Simulation Prof Maute: Multi-Physics Optimization Group Fluid-Structure Interaction Fluid-Structure-Thermal Interaction with Ablation

Wave Propagation in Phononic Beams Suspended Aluminum-ABS phononic beam structure – excited by force hammer Excite Schematic of 5-unit cell phononic beam Sense Calculated by Transfer Matrix Method Infinite Finite Prof Hussein: Phononics Group

Phonon Spectrum of Graphene Prof Hussein: Phononics Group