Fatigue life optimization and lightweight design of wheel based on entropy weight grey relation analysis and modified NSGA-II

拓扑优化 优化设计 结构工程 有限元法 弯曲 工程类 计算机科学 机器学习
作者
Shuai Zhang,Dongzhen Lu,R. Li,Liyou Xu,Hang Jiang,Yuyan Cao,Wenchao Xu
出处
期刊:Advances in Mechanical Engineering [SAGE]
卷期号:15 (8) 被引量:1
标识
DOI:10.1177/16878132231189119
摘要

In order to study the fatigue performance of wheel and enhance its lightweight design level, this article proposes the structure, design and optimization method of magnesium-aluminum alloy assembled wheel. Taking a [Formula: see text] type wheel as the research object, the optimal topology of wheel spoke is solved by constructing a topology optimization model for wheel bending and radial fatigue test conditions. A finite element model for bending and radial fatigue testing of assembled wheels was established, which simulates and analyzes the fatigue performance and its influencing factors of the wheel under two working conditions. Combined with contribution analysis method, the modified NSGA-II and entropy weight grey relation analysis (EGRA), the multi-objective optimization of assembled wheel was performed. The result demonstrated that the weight reduction of the assembled wheel after optimized design is 4.49%, while the bending fatigue life and radial fatigue safety factor are decreased by 9.95% and 25%, respectively. In order to better balance the performance of assembled wheel and achieve lightweight design, this article combines the joint topology optimization of assembled wheels with multi-objective optimization method for multiple working conditions and screens the optimal compromise solution by EGRA, which provides an approach for wheel lightweight design and multi-objective optimization.
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