Optimization study of helical wind angle and bandwidth for high-pressure hydrogen storage vessels based on surrogate model

IF 1.8 4区 工程技术 Q3 ENGINEERING, MECHANICAL
YuJie Ding, Jie Jin, HongWei Xu, YaLi Wang, Jian Sun
{"title":"Optimization study of helical wind angle and bandwidth for high-pressure hydrogen storage vessels based on surrogate model","authors":"YuJie Ding, Jie Jin, HongWei Xu, YaLi Wang, Jian Sun","doi":"10.1007/s40430-024-05044-0","DOIUrl":null,"url":null,"abstract":"<p>This paper presents a lightweight design of the winding layer of Type IV hydrogen storage vessel, focusing on two key factors: winding angle and winding bandwidth. For a specific 70 MPa high-pressure hydrogen storage vessel, an accurate finite element analysis model was established using cubic spline functions and netting theory. An optimization method combining surrogate modeling and finite element simulation was proposed. By iteratively constructing surrogate models, a design scheme with the minimum mass of the vessel in the target space was obtained. Furthermore, the influence of different winding bandwidths on the winding layer was studied, and an optimization method based on a mixed winding with multi-bandwidth was proposed. The results show that the surrogate model has high approximation accuracy. After the first optimization step, the mass of the vessel reduced by 1.159 kg. By combining the two optimization methods, the mass of the vessel was further significantly reduced by 2.498 kg.</p>","PeriodicalId":17252,"journal":{"name":"Journal of The Brazilian Society of Mechanical Sciences and Engineering","volume":"148 1","pages":""},"PeriodicalIF":1.8000,"publicationDate":"2024-07-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of The Brazilian Society of Mechanical Sciences and Engineering","FirstCategoryId":"5","ListUrlMain":"https://doi.org/10.1007/s40430-024-05044-0","RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"ENGINEERING, MECHANICAL","Score":null,"Total":0}
引用次数: 0

Abstract

This paper presents a lightweight design of the winding layer of Type IV hydrogen storage vessel, focusing on two key factors: winding angle and winding bandwidth. For a specific 70 MPa high-pressure hydrogen storage vessel, an accurate finite element analysis model was established using cubic spline functions and netting theory. An optimization method combining surrogate modeling and finite element simulation was proposed. By iteratively constructing surrogate models, a design scheme with the minimum mass of the vessel in the target space was obtained. Furthermore, the influence of different winding bandwidths on the winding layer was studied, and an optimization method based on a mixed winding with multi-bandwidth was proposed. The results show that the surrogate model has high approximation accuracy. After the first optimization step, the mass of the vessel reduced by 1.159 kg. By combining the two optimization methods, the mass of the vessel was further significantly reduced by 2.498 kg.

Abstract Image

基于代用模型的高压储氢容器螺旋风角和带宽优化研究
本文介绍了 IV 型储氢容器缠绕层的轻量化设计,重点关注两个关键因素:缠绕角度和缠绕带宽。针对特定的 70 兆帕高压储氢容器,利用三次样条函数和网状理论建立了精确的有限元分析模型。提出了一种结合代型建模和有限元模拟的优化方法。通过迭代构建代用模型,获得了目标空间内容器质量最小的设计方案。此外,还研究了不同绕组带宽对绕组层的影响,并提出了基于多带宽混合绕组的优化方法。结果表明,代用模型具有较高的近似精度。经过第一步优化后,容器的质量减少了 1.159 千克。结合两种优化方法后,容器质量进一步显著降低了 2.498 千克。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
CiteScore
3.60
自引率
13.60%
发文量
536
审稿时长
4.8 months
期刊介绍: The Journal of the Brazilian Society of Mechanical Sciences and Engineering publishes manuscripts on research, development and design related to science and technology in Mechanical Engineering. It is an interdisciplinary journal with interfaces to other branches of Engineering, as well as with Physics and Applied Mathematics. The Journal accepts manuscripts in four different formats: Full Length Articles, Review Articles, Book Reviews and Letters to the Editor. Interfaces with other branches of engineering, along with physics, applied mathematics and more Presents manuscripts on research, development and design related to science and technology in mechanical engineering.
×
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
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
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 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信