Title :
Multi-level robust surrogate-based optimization applied to design of electrical machines
Author :
Bokose, Francis L. ; Vandevelde, Lieven ; Melkebeek, Jan
Author_Institution :
Dept. of Electr. Energy, Syst. & Autom., Ghent Univ., Ghent, Belgium
Abstract :
This paper introduces a multi-level robust surrogate-based optimization (MRSBO) applied to design of electrical machines. Manufacturing tolerances, material properties, operational and environmental conditions may generate uncertainties that can significantly affect machine performance. The framework developed includes the finite element method (FEM), statistical uncertainty quantification (SUQ) and optimization algorithms. The switched reluctance motor (SRM) is chosen to test the effectiveness of the approach and results suggest that the method is viable for robust design of electrical machines.
Keywords :
finite element analysis; optimisation; reluctance motors; electrical machines design; finite element method; multilevel robust surrogate-based optimization; optimization algorithms; statistical uncertainty quantification; switched reluctance motor; Design optimization; Finite element methods; Manufacturing; Material properties; Optimization methods; Reluctance machines; Reluctance motors; Robustness; Testing; Uncertainty;
Conference_Titel :
Electromagnetic Field Computation (CEFC), 2010 14th Biennial IEEE Conference on
Conference_Location :
Chicago, IL
Print_ISBN :
978-1-4244-7059-4
DOI :
10.1109/CEFC.2010.5481554