Multi-objective structural optimization of the aluminum alloy subway car body based on an approximate proxy model

有限元法 结构工程 刚度 弯曲 响应面法 优化设计 情态动词 最优化问题 计算机科学 数学优化 工程类 数学 材料科学 高分子化学 机器学习
作者
Yana Li,Zepeng Zhang,Lili Xu
出处
期刊:Advances in Mechanical Engineering [SAGE Publishing]
卷期号:14 (5) 被引量:8
标识
DOI:10.1177/16878132221098898
摘要

To improve the comprehensive structural performance and optimize the structural quality of the aluminum alloy subway car body, a multi-objective structural optimization method based on a response surface approximate proxy model was proposed. On the basis of the sensitivity calculation of the objective response to the thickness changes of profiles in different regions of the car body, 21 groups of plate variables with the highest optimization potential were selected for optimization. The optimization experiments were performed on the design variables, and sufficient sample points were selected for the target analysis. Based on the calculated data, second-order response surface models for the bending modal frequency, bending stiffness, and complete mass of the subway car body were constructed considering the optimized profile thickness. After verifying the accuracy of the model, it was used to replace the finite element model for optimization analysis. To achieve feasible optimization results, two schemes with the profile thickness varied in steps of 0.1 and 0.5 mm in the design space were used. After the completion of the calculation, experimental evaluation of the two optimal schemes indicated that the structural performance was consistent with the numerical results.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
WWK13发布了新的文献求助10
刚刚
爱听歌铁身完成签到,获得积分10
刚刚
SWAGGER123发布了新的文献求助10
刚刚
1秒前
2秒前
马甲发布了新的文献求助10
2秒前
共享精神应助123采纳,获得10
2秒前
cheese发布了新的文献求助10
3秒前
俊杰完成签到,获得积分10
3秒前
hh完成签到,获得积分10
3秒前
4秒前
居政完成签到,获得积分10
4秒前
4秒前
千寻完成签到 ,获得积分10
4秒前
ZHUZHU发布了新的文献求助10
4秒前
李健应助不安的沛白采纳,获得10
5秒前
5秒前
俊杰发布了新的文献求助10
6秒前
Akim应助高高采纳,获得10
6秒前
6秒前
完美世界应助马甲采纳,获得10
7秒前
123完成签到 ,获得积分10
7秒前
8秒前
9秒前
CodeCraft应助俊杰采纳,获得10
9秒前
wowo发布了新的文献求助10
9秒前
顺顺利利完成签到,获得积分10
10秒前
共享精神应助奋斗朋友采纳,获得10
10秒前
Stars发布了新的文献求助10
11秒前
11秒前
还酹江月发布了新的文献求助10
11秒前
认真的狗发布了新的文献求助10
11秒前
ZHUZHU完成签到,获得积分10
12秒前
大模型应助早点休息采纳,获得10
12秒前
大白完成签到,获得积分10
13秒前
领导范儿应助success2024采纳,获得10
13秒前
13秒前
的li完成签到,获得积分10
13秒前
爆米花应助123采纳,获得10
14秒前
WD发布了新的文献求助10
14秒前
高分求助中
Metallurgy at high pressures and high temperatures 2000
PowerCascade: A Synthetic Dataset for Cascading Failure Analysis in Power Systems 1000
Relationship between smartphone usage in changes of ocular biometry components and refraction among elementary school children 800
The SAGE Dictionary of Qualitative Inquiry 610
Signals, Systems, and Signal Processing 610
An Introduction to Medicinal Chemistry 第六版习题答案 600
应急管理理论与实践 530
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 物理 内科学 复合材料 催化作用 物理化学 光电子学 电极 细胞生物学 基因 无机化学
热门帖子
关注 科研通微信公众号,转发送积分 6336288
求助须知:如何正确求助?哪些是违规求助? 8152190
关于积分的说明 17122061
捐赠科研通 5391859
什么是DOI,文献DOI怎么找? 2857826
邀请新用户注册赠送积分活动 1835309
关于科研通互助平台的介绍 1685959