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

IF 2.1 4区 工程技术
Miloš Madić, Velibor Marinković
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引用次数: 0

摘要

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