1. NORTHERN TRUSTOperational Risk Quantification SystemNorthern Trust CorporationJune 28th 2012Achieving High-Performing, Simulation-Based Operational RiskMeasurement with…

Slide 1Essential Question: What are the two types of probability? Slide 2 Exact probability of a real event can never be known Probabilities are estimated in two ways: experimentally…

Uncertainty Quantification of an Aeroelastic System using Polynomial Chaos Expansion S. Venkatesh1, Ajit Desai2 and Sunetra Sarkar3 Masters Student, Department of Aerospace…

Slide 1 Welcome to Simulation of communication systems (DT001A) [email protected] and [email protected]@[email protected] Slide 2 A project…

Slide 1 Including Uncertainty Models for Surrogate-based Global Optimization The EGO algorithm 1 Slide 2 Introduction to optimization with surrogates Based on cycles. Each…

Slide 1 PGENESIS Tutorial WAM-BAMM 05 Greg Hood Pittsburgh Supercomputing Center Carnegie Mellon University Slide 2 Are your models running too slowly? In some situations…

Representation of Convective Processes in NWP Models (part II) George H. Bryan NCAR/MMM Presentation at ASP Colloquium, “The Challenge of Convective Forecasting” 13 July…

Slide 1 Including Uncertainty Models for Surrogate-based Global Optimization The EGO algorithm 1 1 Surrogates often provide not only an estimate of the function they approximate,…

Optimization cycle concept Optimization with surrogates Based on cycles. Each consists of sampling design points by simulations, fitting surrogates to simulations and then…

Multiobjective Optimization Design of a Pump–Turbine Impeller Based on an Inverse Design Using a Combination Optimization Strategy Wei Yang e-mail: [email protected] Ruofu…