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Multi-fidelity design optimisation of a transonic compressor rotor

Brooks, Christopher James, Forrester, A.I.J., Keane, A.J. and Shahpar, S. (2011) Multi-fidelity design optimisation of a transonic compressor rotor At 9th European Conf. Turbomachinery Fluid Dynamics and Thermodynamics, Turkey. 21 - 25 Mar 2011. 10 pp.

Record type: Conference or Workshop Item (Paper)

Abstract

This paper demonstrates the application of Kriging based approximations to the aerodynamic shape optimisation of a transonic compressor rotor where multiple fidelities of analysis are available. An extension to the co-Kriging method is implemented, and attention is paid to the efficient construction of the approximate models. The initial data sample within each level of the model is selected using space-filling designs, and the covariance structure of the co-Kriging models is obtained using a maximum likelihood estimation based on gradient optimisation with adjoint functions. An efficient leave-one-out cross-validation method is used to estimate model accuracy and is used to guide initial model refinement.

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More information

Published date: 21 March 2011
Venue - Dates: 9th European Conf. Turbomachinery Fluid Dynamics and Thermodynamics, Turkey, 2011-03-21 - 2011-03-25
Organisations: Computational Engineering & Design Group

Identifiers

Local EPrints ID: 198559
URI: http://eprints.soton.ac.uk/id/eprint/198559
PURE UUID: 881c93d2-31e8-4a17-b0ff-2cbfb4dc62ac

Catalogue record

Date deposited: 05 Oct 2011 09:03
Last modified: 07 Aug 2017 13:46

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Contributors

Author: Christopher James Brooks
Author: A.J. Keane
Author: S. Shahpar

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