Multimaterial filtering applied to the topology optimization of a permanent magnet synchronous machine

COMPEL Pub Date : 2024-07-02 DOI:10.1108/compel-10-2023-0546
Théodore Cherrière, Sami Hlioui, François Louf, Luc Laurent
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Abstract

Purpose

This study aims to propose a general methodology to handle multimaterial filtering for density-based topology optimization containing periodic or antiperiodic boundary conditions, which are expected to reduce the simulation time of electrical machines. The optimization of the material distribution in a permanent magnet synchronous machine rotor illustrates the relevance of this approach.

Design/methodology/approach

The optimization algorithm relies on an augmented Lagrangian with a projected gradient descent. The 2D finite element method computes the physical and adjoint states to evaluate the objective function and its sensitivities. Concerning regularization, a mathematical development leads to a multimaterial convolution filtering methodology that is consistent with the boundary conditions and helps eliminate artifacts.

Findings

The method behaves as expected and shows the superiority of multimaterial topology optimization over bimaterial topology optimization for the chosen test case. Unlike the standard approach that uses a cropped convolution kernel, the proposed methodology does not artificially reflect the limits of the simulation domain in the optimized material distribution.

Originality/value

Although filtering is a standard tool in topology optimization, no attention has previously been paid to the influence of periodic or antiperiodic boundary conditions when dealing with different natures of materials. The comparison between the bimaterial and multimaterial topology optimization of a permanent magnet machine rotor without symmetry constraints constitutes another originality of this work.

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应用于永磁同步电机拓扑优化的多材料滤波技术
目的本研究旨在提出一种通用方法,用于处理基于密度的拓扑优化的多材料滤波,该方法包含周期性或反周期性边界条件,有望缩短电机的仿真时间。永磁同步电机转子中材料分布的优化说明了这种方法的相关性。设计/方法/途径该优化算法依赖于具有投影梯度下降的增强拉格朗日。二维有限元法计算物理状态和临界状态,以评估目标函数及其敏感性。在正则化方面,数学的发展导致了一种多材料卷积滤波方法,该方法与边界条件一致,并有助于消除伪影。研究结果该方法的表现符合预期,并显示出在所选测试案例中,多材料拓扑优化优于双材料拓扑优化。与使用裁剪卷积核的标准方法不同,所提出的方法不会人为地在优化的材料分布中反映出模拟域的限制。原创性/价值虽然过滤是拓扑优化的标准工具,但在处理不同性质的材料时,以前从未关注过周期或反周期边界条件的影响。在没有对称约束的情况下,对永磁机器转子进行双材料和多材料拓扑优化的比较构成了这项工作的另一个原创性。
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