Topology optimization for magnetic circuits with continuous adjoint method in 3D

COMPEL Pub Date : 2024-05-24 DOI:10.1108/compel-12-2023-0644
Zakaria Houta, Frederic Messine, Thomas Huguet
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Abstract

Purpose

The purpose of this paper is to present a new approach to optimizing the design of 3D magnetic circuits. This approach is based on topology optimization, where derivative calculations are performed using the continuous adjoint method. Thus, the continuous adjoint method for magnetostatics has to be developed in 3D and has to be combined with penalization, filtering and homotopy approaches to provide an efficient optimization code.

Design/methodology/approach

To provide this new topology optimization code, this study starts from 2D magnetostatic results to perform the sensitivity analysis, and this approach is extended to 3D. From this sensitivity analysis, the continuous adjoint method is derived to compute the gradient of an objective function of a 3D topological optimization design problem. From this result, this design problem is discretized and can then be solved by finite element software. Thus, by adding the solid isotropic material with penalization (SIMP) penalization approach and developing a homotopy-based optimization algorithm, an interesting means for designing 3D magnetic circuits is provided.

Findings

In this paper, the 3D continuous adjoint method for magnetostatic problems involving an objective least-squares function is presented. Based on 2D results, new theoretical results for developing sensitivity analysis in 3D taking into account different parameters including the ferromagnetic material, the current density and the magnetization are provided. Then, by discretizing, filtering and penalizing using SIMP approaches, a topology optimization code has been derived to address only the ferromagnetic material parameters. Based on this efficient gradient computation method, a homotopy-based optimization algorithm for solving large-scale 3D design problems is developed.

Originality/value

In this paper, an approach based on topology optimization to solve 3D magnetostatic design problems when an objective least-squares function is involved is proposed. This approach is based on the continuous adjoint method derived for 3D magnetostatic design problems. The effectiveness of this topology optimization code is demonstrated by solving the design of a 3D magnetic circuit with up to 100,000 design variables.

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用三维连续邻接法优化磁路拓扑结构
本文旨在介绍一种优化三维磁路设计的新方法。这种方法以拓扑优化为基础,使用连续积分法进行导数计算。因此,必须开发三维磁静力学连续积分法,并将其与惩罚、过滤和同调方法相结合,以提供高效的优化代码。为了提供这种新的拓扑优化代码,本研究从二维磁静力学结果开始执行敏感性分析,并将这种方法扩展到三维。通过这种敏感性分析,得出了连续邻接法来计算三维拓扑优化设计问题的目标函数梯度。根据这一结果,设计问题被离散化,然后可以用有限元软件求解。因此,通过添加各向同性固体材料与惩罚(SIMP)惩罚方法和开发基于同调的优化算法,为三维磁路设计提供了一种有趣的方法。研究结果本文提出了涉及目标最小二乘法函数的磁静力问题的三维连续邻接法。在二维结果的基础上,考虑到铁磁材料、电流密度和磁化等不同参数,提供了三维灵敏度分析的新理论结果。然后,通过使用 SIMP 方法进行离散化、过滤和惩罚,得出了一个拓扑优化代码,仅用于处理铁磁材料参数。基于这种高效梯度计算方法,开发了一种基于同调的优化算法,用于解决大规模三维设计问题。原创性/价值本文提出了一种基于拓扑优化的方法,用于解决涉及目标最小二乘法函数的三维磁静力设计问题。该方法基于为三维磁静力设计问题衍生的连续邻接法。通过求解具有多达 100,000 个设计变量的三维磁路设计,证明了拓扑优化代码的有效性。
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