Analysis and multi-objective optimization of an interior permanent magnet synchronous motor for a comprehensive performance enhancement
摘要
The optimization of interior permanent magnet synchronous motors (IPMSMs) is inherently challenging because of the complex interplay between parameters and the difficulty of balancing multiple performance objectives. In this paper, a multi-objective of IPMSM optimization method is proposed to achieve a comprehensive performance improvement. Initially, the optimization objectives and parameters are theoretically analyzed. A sensitivity analysis is then performed to identify the highly correlated parameters. The impacts of these parameters on the objectives are further investigated via a response surface methodology. The functional relationships between the objectives and parameters are subsequently fitted via the least-squares method and their accuracy is subsequently assessed via evaluation indices. Furthermore, the relationships between multiple targets are revealed via the Pearson correlation coefficient and a comprehensive performance index function is established by introducing weight coefficients, enabling the normalization of the multi-objective optimization process. Finally, the simulated annealing algorithm (SAA) is employed to extract the optimal solution. The results indicate that the torque ripple is significantly reduced while ensuring a higher torque output. Additionally, working harmonic content and efficiency improvements are observed, confirming the effectiveness of the proposed optimization approach.