Thermal error modeling of spindle and dynamic machining accuracy reliability analysis of CNC machine tools based on IA and LHSMC

IF 2.2 3区 工程技术 Q2 ENGINEERING, MULTIDISCIPLINARY
Ziling Zhang, Shuo Feng, Yan Ding, Xiao Mei, Zhiqiang Tao
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引用次数: 6

Abstract

Machining accuracy reliability as a key index of CNC machine tools is seriously influenced by the geometric and thermal errors. In the paper, a spindle unit thermal error modeling and machining accuracy reliability analysis method is proposed. By analyzing the heat generation mechanism, a thermal error model was developed to describe the thermal deformation of the electric spindle. Based on the immune algorithm (IA), the heat generation power and the heat transfer coefficient were optimized, and the thermal error was obtained by finite element thermal-mechanical coupling. By adopting the multi-body system theory (MBS), a dynamic machining accuracy model was put forward including the geometric and thermal errors. Based on the Latin hypercube sampling Monte Carlo method (LHSMC), a machining accuracy reliability analysis method was proposed to characterize the machining accuracy reliability considering the geometric and thermal errors. The method was employed to a machine tool, and the experimental results indicate the verification and superiority of the method.
基于IA和LHSMC的主轴热误差建模及数控机床动态加工精度可靠性分析
几何误差和热误差严重影响数控机床的加工精度可靠性,是数控机床的一项关键指标。提出了一种主轴单元热误差建模和加工精度可靠性分析方法。通过对电主轴发热机理的分析,建立了描述电主轴热变形的热误差模型。基于免疫算法(IA)优化了系统的产热功率和传热系数,并通过有限元热-力耦合得到了系统的热误差。采用多体系统理论,建立了包含几何误差和热误差的动态加工精度模型。基于拉丁超立方采样蒙特卡罗方法(LHSMC),提出了考虑几何误差和热误差的加工精度可靠性分析方法。将该方法应用于某机床,实验结果表明了该方法的有效性和优越性。
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
CiteScore
5.70
自引率
24.00%
发文量
55
审稿时长
3 months
期刊介绍: The quarterly Eksploatacja i Niezawodność – Maintenance and Reliability publishes articles containing original results of experimental research on the durabilty and reliability of technical objects. We also accept papers presenting theoretical analyses supported by physical interpretation of causes or ones that have been verified empirically. Eksploatacja i Niezawodność – Maintenance and Reliability also publishes articles on innovative modeling approaches and research methods regarding the durability and reliability of objects.
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