Optimization design of structural parameters for honeycomb microwave absorbing repair structure based on surrogate models

IF 7.1 2区 材料科学 Q1 MATERIALS SCIENCE, COMPOSITES Composite Structures Pub Date : 2025-06-15 Epub Date: 2025-03-15 DOI:10.1016/j.compstruct.2025.119074
Han Yan , Yubo Zhao , Shanyong Xuan , Hailong Yang , Chunhe Miao , Xuefeng Yao
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Abstract

The repair process parameters significantly affect the mechanical-electromagnetic properties and collaborative repair efficiency of the honeycomb microwave absorbing structure. In this study, a method is proposed to optimize the repair process by determining design variables, selecting appropriate input and output variables, and using experimental design methods. A finite element analysis numerical model is established with set boundary conditions and material parameters. Performance index data obtained from finite element calculations are used to build a surrogate model. Genetic algorithms are employed to optimize the design variables by analyzing the surrogate model and determining the mapping relationship between design variables and repair objectives. The optimal design combination is verified and evaluated through further finite element calculations to ensure the effectiveness of the optimized parameters and the performance of the repair process. This design method improves the accuracy of the repair process and reduces the time and cost involved in the repair process design. It provides a new idea and method for research and application in the field of honeycomb microwave absorbing structure repair. However, this study has not yet considered the process parameters of the repair process and the optimized results need experimental verification. Consequently, this study has certain limitations, which will be addressed in future research.
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基于代理模型的蜂窝吸波修复结构参数优化设计
修复工艺参数对蜂窝吸波结构的机械电磁性能和协同修复效率有显著影响。本研究提出了一种通过确定设计变量,选择合适的输入和输出变量,并采用实验设计方法来优化维修过程的方法。在设定边界条件和材料参数的情况下,建立了有限元分析数值模型。从有限元计算中获得的性能指标数据用于建立代理模型。通过对代理模型的分析,确定设计变量与修复目标的映射关系,采用遗传算法对设计变量进行优化。通过进一步的有限元计算对优化设计组合进行验证和评估,以确保优化参数的有效性和修复过程的性能。该设计方法提高了维修工艺的精度,减少了维修工艺设计所涉及的时间和成本。为蜂窝吸波结构修复领域的研究和应用提供了新的思路和方法。然而,本研究尚未考虑修复过程的工艺参数,优化结果需要实验验证。因此,本研究有一定的局限性,这将在未来的研究中加以解决。
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来源期刊
Composite Structures
Composite Structures 工程技术-材料科学:复合
CiteScore
12.00
自引率
12.70%
发文量
1246
审稿时长
78 days
期刊介绍: The past few decades have seen outstanding advances in the use of composite materials in structural applications. There can be little doubt that, within engineering circles, composites have revolutionised traditional design concepts and made possible an unparalleled range of new and exciting possibilities as viable materials for construction. Composite Structures, an International Journal, disseminates knowledge between users, manufacturers, designers and researchers involved in structures or structural components manufactured using composite materials. The journal publishes papers which contribute to knowledge in the use of composite materials in engineering structures. Papers deal with design, research and development studies, experimental investigations, theoretical analysis and fabrication techniques relevant to the application of composites in load-bearing components for assemblies, ranging from individual components such as plates and shells to complete composite structures.
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