Multi-response optimization in laser processing technologies by applying desirability function approach and response surface methodology based on grey relation analysis

IF 2.1 4区 工程技术 Advances in Mechanical Engineering Pub Date : 2024-07-24 DOI:10.1177/16878132241259029
Miloš Madić, Velibor Marinković
{"title":"Multi-response optimization in laser processing technologies by applying desirability function approach and response surface methodology based on grey relation analysis","authors":"Miloš Madić, Velibor Marinković","doi":"10.1177/16878132241259029","DOIUrl":null,"url":null,"abstract":"Laser processing technologies are among the leading industry technologies for efficient and economical processing of a wide spectrum of engineering materials. The determination of optimal parameter settings with respect to multiple and opposite process performances is of great practical importance in laser processing technologies. This paper discusses, analyzes, and compares two main approaches for multi-response optimization (MRO) in engineering, that is, desirability function approach (DFA) and grey relation analysis (GRA), while solving five case studies, covering different laser processing technologies, such as cutting, drilling, welding, micro-channeling, and cladding. In each case study the MRO solutions obtained with two competitive approaches were assessed using the relative target deviation (RTD) criterion. Analysis of the obtained MRO solutions and comparative analysis with results from previous studies indicate that the integrated RSM-GRA provide similar and comparable solutions with the hybrid Taguchi method and GRA, while DFA proved to be a better and more promising approach for solving MRO in laser processing technologies. Some specific features, limitations, and possibilities of MRO approaches were also discussed.","PeriodicalId":7357,"journal":{"name":"Advances in Mechanical Engineering","volume":"70 1","pages":""},"PeriodicalIF":2.1000,"publicationDate":"2024-07-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Advances in Mechanical Engineering","FirstCategoryId":"5","ListUrlMain":"https://doi.org/10.1177/16878132241259029","RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

Laser processing technologies are among the leading industry technologies for efficient and economical processing of a wide spectrum of engineering materials. The determination of optimal parameter settings with respect to multiple and opposite process performances is of great practical importance in laser processing technologies. This paper discusses, analyzes, and compares two main approaches for multi-response optimization (MRO) in engineering, that is, desirability function approach (DFA) and grey relation analysis (GRA), while solving five case studies, covering different laser processing technologies, such as cutting, drilling, welding, micro-channeling, and cladding. In each case study the MRO solutions obtained with two competitive approaches were assessed using the relative target deviation (RTD) criterion. Analysis of the obtained MRO solutions and comparative analysis with results from previous studies indicate that the integrated RSM-GRA provide similar and comparable solutions with the hybrid Taguchi method and GRA, while DFA proved to be a better and more promising approach for solving MRO in laser processing technologies. Some specific features, limitations, and possibilities of MRO approaches were also discussed.
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
基于灰色关系分析的可取函数方法和响应面方法在激光加工技术中的多响应优化
激光加工技术是高效、经济地加工各种工程材料的领先工业技术之一。在激光加工技术中,确定与多种相反加工性能相关的最佳参数设置具有重要的现实意义。本文讨论、分析和比较了工程中多响应优化(MRO)的两种主要方法,即可取函数法(DFA)和灰色关系分析法(GRA),同时解决了五个案例研究,涵盖不同的激光加工技术,如切割、钻孔、焊接、微通道和熔覆。在每个案例研究中,使用相对目标偏差(RTD)标准对两种竞争方法获得的 MRO 解决方案进行了评估。对获得的 MRO 解决方案的分析以及与之前研究结果的比较分析表明,集成 RSM-GRA 与田口方法和 GRA 混合法提供了相似且可比较的解决方案,而 DFA 被证明是解决激光加工技术中 MRO 问题的更好、更有前途的方法。此外,还讨论了 MRO 方法的一些具体特点、局限性和可能性。
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 去求助
来源期刊
Advances in Mechanical Engineering
Advances in Mechanical Engineering Engineering-Mechanical Engineering
自引率
4.80%
发文量
353
期刊介绍: Advances in Mechanical Engineering (AIME) is a JCR Ranked, peer-reviewed, open access journal which publishes a wide range of original research and review articles. The journal Editorial Board welcomes manuscripts in both fundamental and applied research areas, and encourages submissions which contribute novel and innovative insights to the field of mechanical engineering
期刊最新文献
Influence of urea solution condition on NOx reduction in marine diesel engines Characteristics of deploying longitudinal folding wings with compound actuation Research on the service life of bearings in the gearbox of rolling mill transmission system under non-steady lubrication state Research and application of a coupled wheel-track off-road robot based on separate track structure Research on energy consumption evaluation and energy-saving design of cranes in service based on structure-mechanism coupling
×
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