利用多目标优化绘制端铣超跨度热处理 Ti1023 合金的战略操作条件图

IF 2.9 4区 综合性期刊 Q1 Multidisciplinary
Viswajith S. Nair, K. Rameshkumar, V. Satyanarayana, S. Saravanamurugan
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引用次数: 0

摘要

本研究探讨了热处理 Ti1023 钛合金的可加工性,并绘制了在端铣操作过程中降低切削力、改善表面粗糙度和提高材料去除率的战略操作条件。实验研究采用了全因子设计,研究了铣削过程变量、切削速度、进料速度和轴向切削深度对切削力、表面粗糙度和材料去除率等加工性能指标的影响。根据实验数据,采用最小二乘法建立非线性模型,确定了铣削工艺参数与加工性能指标之间的相关性。考虑到降低切削力、改善表面粗糙度和最大材料去除率等目标,为了提高热处理 Ti1023 合金的加工性能,提出了一个多目标优化问题。研究采用了基于群体的多目标多元宇宙优化(MOMVO)算法来生成帕累托最优解,并与非支配排序遗传算法 II 和可行性增强型粒子群优化进行了比较。研究结果凸显了 MOMVO 在整个解决方案空间探索不同解决方案的功效。帕累托最优解根据其可取性进行了排序,并用于绘制最佳操作条件图,为从业人员提供了直观的指导,以确定用于航空航天应用的热处理 Ti1023 合金高效铣削的适当参数。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Mapping of Strategic Operating Conditions for End Milling Super-Transus Heat-Treated Ti1023 Alloy Using Multi-Objective Optimization

Mapping of Strategic Operating Conditions for End Milling Super-Transus Heat-Treated Ti1023 Alloy Using Multi-Objective Optimization

The study addresses the machinability of heat-treated Ti1023 titanium alloy and maps strategic operating conditions for reduced cutting forces, improved surface roughness, and elevated material removal rates during end milling operations. An experimental study employing a full factorial design is utilized to investigate the effects of milling process variables, cutting speed, feed rate, and axial depth of cut, on the machinability indices, namely cutting force, surface roughness, and material removal rate. Correlations between the milling process parameters and the machinability indices were established based on the experimental data, employing a least-squares method for nonlinear modeling. The formulation of a multi-objective optimization problem was undertaken with the aim of improving the machinability of the heat-treated Ti1023 alloy, considering the objectives of reduced cutting forces, improved surface roughness, and maximum material removal rate. A population-based multi-objective multiverse optimization (MOMVO) algorithm was implemented to generate Pareto optimal solutions and compared with non-dominated sorting genetic algorithm II and feasibility enhanced particle swarm optimization. The findings highlight the efficacy of the MOMVO in exploring diverse solutions across the solution space. The Pareto optimal solutions were ranked on their desirability and used to map optimal operating conditions, providing an intuitive guide for practitioners to determine appropriate parameters for efficient and effective milling of heat-treated Ti1023 alloys for aerospace applications.

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来源期刊
Arabian Journal for Science and Engineering
Arabian Journal for Science and Engineering 综合性期刊-综合性期刊
CiteScore
5.20
自引率
3.40%
发文量
0
审稿时长
4.3 months
期刊介绍: King Fahd University of Petroleum & Minerals (KFUPM) partnered with Springer to publish the Arabian Journal for Science and Engineering (AJSE). AJSE, which has been published by KFUPM since 1975, is a recognized national, regional and international journal that provides a great opportunity for the dissemination of research advances from the Kingdom of Saudi Arabia, MENA and the world.
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