Soft Computing Based Parametric Optimization of Cutting Rate, Surface Roughness, and Kerf Width in Wire Electric Discharge Machining of High Strength Ti-3Al-2.5 V

IF 1.5 4区 工程技术 Q3 ENGINEERING, MECHANICAL
Anshuman Kumar, Chandramani Upadhyay, Naveen Kumar, A. V. S. Ram Prasad, Dusanapudi Siva Nagaraju
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引用次数: 0

Abstract

The present study focused on the machinability of Ti-3Al-2.5 V for wire-electrical discharge machining (WEDM) using "BroncoCut-X wire" (zinc-coated copper wire). The machining characteristics have been evaluated by varying wire-tension (Tw), wire-speed (Sw), flushing-pressure (Pf), discharge current (Id), and spark-on-time (Son). The response characteristics associated with cutting-speed (Cs), kerf-width (KW), and surface roughness (RA) have been collected and analyzed using main-effect plots, scanning electron microscope (SEM), and analysis of variance (ANOVA). The maximum Cs and minimum KW and RA are obtained upto 8.90 mm/min, 3.34 µm and 0.2218 mm, respectively. Additionally, the novelty lies in the smart hybrid prediction tool considering the conflicting nature of responses are converted into single responses using Grey Relation Analysis (GRA) and Fuzzy Interference System (FIS) (Namely: Gray-Fuzzy Reasoning Grade (GFRG)). Furthermore, the optimal performance is calculated using Rao-algorithms (i.e., Rao1, Rao2, and Rao3). The obtained ideal machining condition is 16N wire-tension, 3 m/min wire-speed, 8 kg/mm2 flushing-pressure, 21A discharge current, and 14 µs spark-on-time. The result has also been compared with the JAYA-algorithm and improved-grey wolf optimizer (I-GWO) to demonstrate the efficacy of the intended approach. The confirmation test has been conducted and obtained that the GFRG-based results are further improved by using a hybrid GFRG-based Rao-algorithm of 9.55%, 2.36%, and 7.99% as Cs, KW and RA, respectively. Furthermore, this study shows that the proposed multi-objective optimization method not only leads to more stable solutions but also to shorter run times and enhanced quality to support engineers in reducing the cost of item failures.

Abstract Image

Abstract Image

基于软计算的高强度 Ti-3Al-2.5 V 金属线放电加工中切削率、表面粗糙度和切口宽度的参数优化
本研究的重点是使用 "BroncoCut-X 线材"(镀锌铜线)对 Ti-3Al-2.5 V 进行线切割加工(WEDM)的可加工性。通过改变线张力 (Tw)、线速度 (Sw)、冲洗压力 (Pf)、放电电流 (Id) 和火花放电时间 (Son) 对加工特性进行了评估。收集了与切割速度(Cs)、切口宽度(KW)和表面粗糙度(RA)相关的响应特性,并使用主效应图、扫描电子显微镜(SEM)和方差分析(ANOVA)进行了分析。结果表明,Cs 最大,KW 和 RA 最小,分别为 8.90 mm/min、3.34 µm 和 0.2218 mm。此外,新颖之处还在于智能混合预测工具,它利用灰色关系分析(GRA)和模糊干涉系统(FIS)(即:灰色-模糊推理等级)将相互冲突的响应转换为单一响应:即:灰色-模糊推理等级(GFRG))。此外,还使用 Rao 算法(即 Rao1、Rao2 和 Rao3)计算最佳性能。得到的理想加工条件为:16N 的线张力、3 m/min 的线速度、8 kg/mm2 的冲洗压力、21A 的放电电流和 14 µs 的火花导通时间。结果还与 JAYA 算法和改进型灰狼优化器(I-GWO)进行了比较,以证明预期方法的有效性。进行的确认测试表明,通过使用基于 GFRG 的混合 Rao 算法,基于 GFRG 的结果得到了进一步改进,Cs、KW 和 RA 分别提高了 9.55%、2.36% 和 7.99%。此外,本研究还表明,所提出的多目标优化方法不仅能带来更稳定的解决方案,还能缩短运行时间并提高质量,从而为工程师降低项目故障成本提供支持。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Experimental Techniques
Experimental Techniques 工程技术-材料科学:表征与测试
CiteScore
3.50
自引率
6.20%
发文量
88
审稿时长
5.2 months
期刊介绍: Experimental Techniques is a bimonthly interdisciplinary publication of the Society for Experimental Mechanics focusing on the development, application and tutorial of experimental mechanics techniques. The purpose for Experimental Techniques is to promote pedagogical, technical and practical advancements in experimental mechanics while supporting the Society''s mission and commitment to interdisciplinary application, research and development, education, and active promotion of experimental methods to: - Increase the knowledge of physical phenomena - Further the understanding of the behavior of materials, structures, and systems - Provide the necessary physical observations necessary to improve and assess new analytical and computational approaches.
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