7050 铝钻孔推力和扭矩模型

IF 2.4 4区 材料科学 Q2 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Materials Testing Pub Date : 2024-02-27 DOI:10.1515/mt-2023-0335
Ebru Aslan, Duygu Gürkan Kocataş, Gültekin Uzun
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引用次数: 0

摘要

AA7050 铝合金具有高韧性和高强度。尽管 AA7050 合金具有很高的可加工性,但孔的质量会因刀具几何形状和钻孔参数的不同而变化。本研究探讨了不同切削参数和三种不同钻尖角度对推力和扭矩的影响。采用有限元法对推力和扭矩进行了数值分析。钻尖角度为 130° 的钻头获得的推力最小,扭矩最大,而钻尖角度为 118° 的钻头获得的切削力最大,扭矩最小。推力和扭矩的实验值与分析值的平均差异分别为 5.37% 和 6.9%,证明了有限元模型的适用性。在研究的最后一部分,利用人工神经网络对推力和扭矩进行建模。推力方程中学习值和测试值的统计精度(R 2)值分别为 0.997797 和 0.995739。扭矩的学习和测试精度值分别为 0.987247 和 0.937909。所得到的方程具有较高的准确率。
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Modeling of thrust force and torque in drilling aluminum 7050
The aluminum AA7050 alloy has high toughness and high strength. Despite the high machinability of the AA7050 alloy, hole quality can vary according to tool geometry and drilling parameters. This study investigated the effects of different cutting parameters and three different drill point angles on thrust force and torque. Numerical analyses for thrust force and torque were performed using the finite element method. The lowest thrust force and the highest torque were obtained with the drill at 130° drill point angle, while the highest cutting force and lowest torque were obtained with the drill at 118° drill point angle. There is an average difference of 5.37 and 6.9 % between the experimental and analysis values for thrust forces and torque, respectively, and the applicability of the finite element model has been proven. In the last part of the study, thrust force and torque are modeled with artificial neural networks. The statistical accuracy (R 2) values for the learning and testing values in the thrust force of the equation are 0.997797 and 0.995739, respectively. Torque’s learning and testing accuracy values are 0.987247 and 0.937909, respectively. The obtained equations have a high accuracy rate.
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来源期刊
Materials Testing
Materials Testing 工程技术-材料科学:表征与测试
CiteScore
4.20
自引率
36.00%
发文量
165
审稿时长
4-8 weeks
期刊介绍: Materials Testing is a SCI-listed English language journal dealing with all aspects of material and component testing with a special focus on transfer between laboratory research into industrial application. The journal provides first-hand information on non-destructive, destructive, optical, physical and chemical test procedures. It contains exclusive articles which are peer-reviewed applying respectively high international quality criterions.
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