Optimum design of a seat bracket using artificial neural networks and dandelion optimization algorithm

IF 2.4 4区 材料科学 Q2 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Materials Testing Pub Date : 2023-10-13 DOI:10.1515/mt-2023-0201
Mehmet Umut Erdaş, Mehmet Kopar, Betül Sultan Yildiz, Ali Riza Yildiz
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引用次数: 0

Abstract

Abstract Nature-inspired metaheuristic algorithms are gaining popularity with their easy applicability and ability to avoid local optimum points, and they are spreading to wide application areas. Meta-heuristic optimization algorithms are used to achieve an optimum design in engineering problems aiming to obtain lightweight designs. In this article, structural optimization methods are used in the process of achieving the optimum design of a seat bracket. As a result of topology optimization, a new concept design of the bracket was created and used in shape optimization. In the shape optimization, the mass and stress values obtained depending on the variables, constraint, and objective functions were created by using artificial neural networks. The optimization problem based on mass minimization is solved by applying the dandelion optimization algorithm and verified by finite element analysis.
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基于人工神经网络和蒲公英优化算法的座椅支架优化设计
自然启发式元启发式算法以其简单的适用性和避免局部最优点的能力而越来越受到人们的欢迎,并得到了广泛的应用。在以轻量化设计为目标的工程问题中,采用元启发式优化算法实现最优设计。本文将结构优化方法应用于实现座椅支架优化设计的过程中。在拓扑优化的基础上,提出了一种新的支架概念设计,并将其应用于支架的形状优化。在形状优化中,利用人工神经网络建立了依赖于变量、约束和目标函数的质量和应力值。应用蒲公英优化算法求解了基于质量最小化的优化问题,并进行了有限元分析验证。
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来源期刊
Materials Testing
Materials Testing 工程技术-材料科学:表征与测试
CiteScore
4.20
自引率
36.00%
发文量
165
审稿时长
4-8 weeks
期刊介绍: Materials Testing is a SCI-listed English language journal dealing with all aspects of material and component testing with a special focus on transfer between laboratory research into industrial application. The journal provides first-hand information on non-destructive, destructive, optical, physical and chemical test procedures. It contains exclusive articles which are peer-reviewed applying respectively high international quality criterions.
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