基于元模型的结构疲劳寿命优化

Y. Deng, Caijun Xue, Yuan Xu
{"title":"基于元模型的结构疲劳寿命优化","authors":"Y. Deng, Caijun Xue, Yuan Xu","doi":"10.1109/CSO.2010.42","DOIUrl":null,"url":null,"abstract":"In order to increase the computing efficiency of the structural fatigue life in optimization cycles, the metamodels of the structural fatigue life are researched systematically. Three kinds of metamodels, the polynomial response surface model, the Kriging model and the radial basis function model constructed by the central composition design and the Latin hypercube design were compared. It is found that the radial basis function model constructed by the Latin hypercube has the highest fitting precision and higher fitting efficiency. As an example, the forward strut of an aircraft’s nose gear is optimized by using the radial basis functions of the fatigue life. The research results offer a guidance for selection and construction of the metamodel of the structural fatigue life.","PeriodicalId":427481,"journal":{"name":"2010 Third International Joint Conference on Computational Science and Optimization","volume":"4 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2010-05-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Structural Fatigue Life Optimization Based on Metamodels\",\"authors\":\"Y. Deng, Caijun Xue, Yuan Xu\",\"doi\":\"10.1109/CSO.2010.42\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In order to increase the computing efficiency of the structural fatigue life in optimization cycles, the metamodels of the structural fatigue life are researched systematically. Three kinds of metamodels, the polynomial response surface model, the Kriging model and the radial basis function model constructed by the central composition design and the Latin hypercube design were compared. It is found that the radial basis function model constructed by the Latin hypercube has the highest fitting precision and higher fitting efficiency. As an example, the forward strut of an aircraft’s nose gear is optimized by using the radial basis functions of the fatigue life. The research results offer a guidance for selection and construction of the metamodel of the structural fatigue life.\",\"PeriodicalId\":427481,\"journal\":{\"name\":\"2010 Third International Joint Conference on Computational Science and Optimization\",\"volume\":\"4 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2010-05-28\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2010 Third International Joint Conference on Computational Science and Optimization\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/CSO.2010.42\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2010 Third International Joint Conference on Computational Science and Optimization","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CSO.2010.42","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

摘要

为了提高优化周期下结构疲劳寿命的计算效率,对结构疲劳寿命元模型进行了系统的研究。对中心组合设计和拉丁超立方体设计构建的多项式响应面模型、Kriging模型和径向基函数模型三种元模型进行了比较。结果表明,用拉丁超立方体构造的径向基函数模型具有最高的拟合精度和较高的拟合效率。以某型飞机前起落架前支杆为例,采用疲劳寿命径向基函数对前支杆进行了优化。研究结果对结构疲劳寿命元模型的选择和构建具有指导意义。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
Structural Fatigue Life Optimization Based on Metamodels
In order to increase the computing efficiency of the structural fatigue life in optimization cycles, the metamodels of the structural fatigue life are researched systematically. Three kinds of metamodels, the polynomial response surface model, the Kriging model and the radial basis function model constructed by the central composition design and the Latin hypercube design were compared. It is found that the radial basis function model constructed by the Latin hypercube has the highest fitting precision and higher fitting efficiency. As an example, the forward strut of an aircraft’s nose gear is optimized by using the radial basis functions of the fatigue life. The research results offer a guidance for selection and construction of the metamodel of the structural fatigue life.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Assessing the Internal Fraud Risk of Chinese Commercial Banks A Fast Bidirectional Method for Mining Maximal Frequent Itemsets A Prediction of the Monthly Precipitation Model Based on PSO-ANN and its Applications On the Analysis of Performance of the Artificial Tribe Algorithm Analysis on the Volatility of SHIBOR
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1