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引用次数: 44
摘要
本文采用实验设计(design of Experiments, DOE)和差分进化(Differential Evolution, DE)相结合的设计优化方法,为12槽8极辐条式分数槽集中绕组铁氧体电机的多目标设计优化提供实用见解。本文给出了该类机床的鲁棒参数化模型。在该组合设计优化方法中,采用DOE方法之一的中心复合设计(CCD)方法进行变量敏感性研究,从中选择显著设计变量并确定相应的变量范围,进行DE设计优化过程。利用计算效率-有限元分析(CE-FEA)方法对3000个候选设计的性能和特征进行了评估。从利用帕累托集和颜色映射的设计目标研究中,比较了三种具有最小损耗、材料成本和扭矩脉动的候选设计。
Design optimization of spoke-type ferrite magnet machines by combined design of experiments and differential evolution algorithms
In this paper, a combined design optimization method utilizing Design of Experiments (DOE) and Differential Evolution (DE) algorithms was implemented to provide practical insights in the multi-objective design optimization of a 12-slot, 8-pole, spoke-type, ferrite magnet machine, with fractional-slot concentrated windings. A robust parametric model of this type of machine is provided here. In this combined design optimization approach, the Central Composite Design (CCD) method, as one of the DOE approaches, was used to perform the variables sensitivity study, from which the significant design variables were selected and the corresponding variables ranges were defined, for the DE design optimization procedure. A Computationally Efficient-Finite Element Analysis (CE-FEA) approach was utilized to estimate the performance and characteristics of 3000 candidate designs. From the study of design objectives utilizing the pareto-set and color maps, three candidate designs with minimized losses, material cost and torque ripple were compared.