Inflow uncertainty Airfoil model Pressure uncertainty Prof Doostan: Uncertainty Quantification (UQ) From data to model predictions Uncertainty bars on.

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Inflow uncertaintyAirfoil modelPressure uncertaintyProf Doostan: Uncertainty Quantification (UQ) From data to model predictions Uncertainty bars on predictionsUncertainty-aware design of aerospace systems

Uncertainty management in Lithium-ion battery simulationsNew Approaches to Deal with UncertaintyModel Calibration

Physical system/ data

Pressure sensorsTemperature sensors

Computational model

Uncertain model parameters Inverse Stochastic Problems Data-driven model calibrationProf Doostan: Uncertainty Quantification (UQ)Unleashing the Power of 3-D PrintingProf Maute: Multi-Physics Optimization Group

max. stiffnesss.t. mass constraint

Objet Connex 260

Creativity by ComputingProf Maute: Multi-Physics Optimization Group Topology Optimization in Fluid Mechanics and Heat Transferinletoutlet

max. temperature at Asubject to surface convectionAAdvanced Schemes for Multi-Physics SimulationProf Maute: Multi-Physics Optimization Group

Fluid-Structure Interaction Fluid-Structure-Thermal Interaction with Ablation

Wave Propagation in Phononic BeamsSuspended Aluminum-ABS phononic beam structure excited by force hammer

ExciteSchematic of 5-unit cell phononic beamSenseCalculated by Transfer Matrix MethodInfiniteFiniteProf Hussein: Phononics Group6

Phonon Spectrum of GrapheneProf Hussein: Phononics Group7