Title :
Optimal Design of an Interior Permanent Magnet Synchronous Motor by Using a New Surrogate-Assisted Multi-Objective Optimization
Author :
Dong-Kuk Lim ; Kyung-Pyo Yi ; Sang-Yong Jung ; Hyun-Kyo Jung ; Jong-Suk Ro
Author_Institution :
Dept. of Electr. & Comput. Eng., Seoul Nat. Univ., Seoul, South Korea
Abstract :
To optimize an interior permanent magnet synchronous motor (IPMSM) design for a fuel cell electric vehicle, a new surrogate-assisted multi-objective optimization (MOO) algorithm is proposed in this paper. The proposed algorithm is a multi-objective algorithm (MOO) that can account for three kinds of objectives such as the torque amplitude, torque ripple, and magnet usage simultaneously to improve the power transmission and to reduce the noise, vibration, and cost for various design variables. While the conventional MOO algorithms have a series that requires many function evaluations, especially considering many objectives and design variables, the proposed algorithm can create an accurate and well-distributed Pareto front set with few function evaluations. In comparison with the conventional MOO algorithms, the outstanding performance of the proposed algorithm is verified. Finally, the proposed algorithm is applied to an optimal design process of an IPMSM.
Keywords :
Pareto optimisation; fuel cell vehicles; permanent magnet motors; synchronous motors; vibration control; IPMSM design; MOO algorithm; fuel cell electric vehicle; interior permanent magnet synchronous motor; magnet usage; power transmission; surrogate-assisted multiobjective optimization; torque amplitude; torque ripple; well-distributed Pareto front set; Algorithm design and analysis; Finite element analysis; Magnetoacoustic effects; Optimization; Permanent magnet motors; Search problems; Torque; Interior permanent magnet synchronous motor; Interior permanent magnet synchronous motor (IPMSM); Kriging; multi-objective optimization; multi-objective optimization (MOO); surrogate model;
Journal_Title :
Magnetics, IEEE Transactions on
DOI :
10.1109/TMAG.2015.2449872