Title :
A New Robust Dominance Criterion for Multiobjective Optimization
Author :
Min Li ; Silva, Rodrigo ; Guimaraes, Frederico ; Lowther, David
Author_Institution :
McGill Univ., Montreal, QC, Canada
Abstract :
This paper discusses robust design issues in the multiobjective design of electromagnetic devices. A Pareto front of the worst cases of the solution due to the perturbation of the design variables is used to describe the robustness of a design. A robust dominance (r-dominance) relationship between two solutions of a multiobjective problem is defined. To reduce the computational cost of evaluating the robustness, a local response surface model is built on the uncertainty set. This robust multiobjective design scheme was applied to the design of an interior permanent magnet machine, where a tradeoff exists between the average torque and the torque ripple as the rotor angle is varied. The results show that the proposed r-dominance, when embedded in a multiobjective optimization search method, is able to find robust solutions to multiobjective design problems.
Keywords :
Pareto optimisation; electromagnetic devices; permanent magnet motors; response surface methodology; search problems; Pareto front; average torque; computational cost reduction; design variable perturbation; electromagnetic devices; interior permanent magnet machine design; local response surface model; multiobjective optimization search method; permanent magnet motors; r-dominance; robust dominance criterion; robust multiobjective design scheme; rotor angle; torque ripple; uncertainty set; Optimization; Permanent magnet motors; Response surface methodology; Robustness; Rotors; Torque; Uncertainty; Design optimization; evolutionary computation; permanent magnet motors; response surface methodology; robustness;
Journal_Title :
Magnetics, IEEE Transactions on
DOI :
10.1109/TMAG.2014.2372692