Robust design of compressor blades against manufacturing variations
Kumar, A., Keane, A.J., Nair, P.B. and Shahpar, S. (2006) Robust design of compressor blades against manufacturing variations. In, Proceedings of the 2006 ASME International Design Engineering Technical Conferences & Computers and Information In Engineering Conference (IDETC/CIE 2006). USA, American Society Of Mechanical Engineers.
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The aim of this paper is to develop and illustrate an efficient methodology to design blades with robust aerodynamic performance in the presence of manufacturing uncertainties. A novel geometry parametrization technique is developed to represent manufacturing variations due to tolerancing. A Gaussian Stochastic Process Model is trained using DOE techniques in conjunction with a high fidellity CFD solver. Bayesian Monte Carlo Simulation is then employed to obtain the statistics of the performance at each design point. A multiobjective optimizer s used to search the design space for robust designs. The multiobjective formulation allows explicit trade-off between the mean and variance of the performance. A design, selected from the robust design set is compared with a deterministic optimal design. The results demonstrate an effective method to obtain compressor blade designs which have reduced sensitivity to manufacturing variations with significant savings in computational effort.
|Item Type:||Book Section|
|Keywords:||Robust design; multiobjective optimization; surrogate modeling; compressor blades; manufacturing tolerances|
|Subjects:||T Technology > TS Manufactures
Q Science > QA Mathematics
T Technology > TL Motor vehicles. Aeronautics. Astronautics
|Divisions:||University Structure - Pre August 2011 > School of Engineering Sciences > Computational Engineering and Design
|Date Deposited:||25 Oct 2006|
|Last Modified:||27 Mar 2014 18:26|
|RDF:||RDF+N-Triples, RDF+N3, RDF+XML, Browse.|
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