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Activity Number: 14
Type: Topic Contributed
Date/Time: Sunday, August 4, 2013 : 2:00 PM to 3:50 PM
Sponsor: Section on Physical and Engineering Sciences
Abstract - #307879
Title: Prediction and Computer Model Calibration with Multiple Simulators
Author(s): Joslin Goh*+
Companies: Simon Fraser University
Keywords: Computer Experiment ; Gaussian Process
Abstract:

Computer simulators are widely used to describe physical processes in lieu of physical observations. In some cases, multiple simulators, each with different but unclear degree of fidelity, are used to explore the physical system. In this work, field observations and simulations from different sources are combined to construct a predictive model for the real process. The resulting model can be used to perform sensitivity analysis for the system, solve inverse problems and make predictions. The proposed approach is Bayesian and will be illustrated through a few examples.


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