Title :
Optimization of Two-Phase In-Wheel IPMSM for Wide Speed Range by Using the Kriging Model Based on Latin Hypercube Sampling
Author :
Kim, J.B. ; Hwang, K.Y. ; Kwon, B.I.
Author_Institution :
Dept. of Electron., Electr., Control & Instrum. Eng., Hanyang Univ., Ansan, South Korea
fDate :
5/1/2011 12:00:00 AM
Abstract :
This paper introduces an optimal design process for in-wheel interior permanent magnet synchronous motor (IPMSM) to achieve wide speed range. A finite element method (FEM) was used for calculating the inductances of the d-axis and q-axis by changing the structure of rotor shape in IPMSM. After FEM analysis, optimal design process to find optimal rotor shape is processed for wide speed range. In optimal process, the Kriging method based on the Latin hypercube sampling (LHS) and a genetic algorithm (GA) are applied due to suitability to non-linear data. Using this optimal design process, an optimal rotor shape is obtained. The optimal model has an increased wide speed range with reduced cogging torque.
Keywords :
finite element analysis; genetic algorithms; inductance; permanent magnet motors; rotors; sampling methods; synchronous motors; FEM analysis; Kriging method; Latin hypercube sampling; cogging torque; d-axis inductance; finite element method; genetic algorithm; in-wheel interior permanent magnet synchronous motor; optimal design; optimal rotor shape; q-axis inductance; two-phase in-wheel IPMSM; Biological system modeling; Correlation; Optimization; Permanent magnet motors; Rotors; Shape; Torque; Kriging method; d-axis and q-axis inductance; in-wheel interior permanent magnet synchronous motor (IPMSM); optimal design process; wide speed range;
Journal_Title :
Magnetics, IEEE Transactions on
DOI :
10.1109/TMAG.2010.2096409