Correlation analysis of dynamic signal characteristics during whirlwind milling

IF 5.6 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY
Chao Liu , Youfeng Wei , Juanjuan Zheng , Shaofu Huang , Gang Shen
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Abstract

Cutting vibration and cutting force are two critical physical variables that offer valuable insights into the screw whirling process. Most previous studies have focused on experimental characterisation or tool motion analysis, lacking research on the intrinsic coupling relationship between vibration and cutting force. This has resulted in a lack of systematic understanding of the dynamic interaction processes within the machining system. This study performs appropriate phase space reconstruction (PSR) on one-dimensional milling signals and uses it to draw a cross-recursive plot (CRP). Based on the structural characteristics of the image, the correlation between signals is discussed qualitatively. A subsequent cross recurrence quantitative analysis (CRQA) is employed to quantitatively evaluate the correlation across different process parameters. Unlike traditional non-linear analysis techniques, the cross-recursive method can capture coupling properties in short-term, non-stationary, non-linear signals. This paper is the first to apply the cross-recursive method to the study of the correlation between vibration and cutting force in dry whirlwind milling. The research results indicate that there is a good continuous correlation between vibration and cutting force under certain combinations of process parameters. At high cutting speeds (Vt = 180 m/min), the use of multiple cutting tools (Nt = 6) significantly reduces the correlation and stability between vibration and force (by approximately 30–35 %). However, at low cutting speeds (Vt = 60 m/min), the use of multiple cutting tools enhances the correlation (by approximately 20 %).

Abstract Image

旋风铣削过程动态信号特性的相关分析
切削振动和切削力是两个重要的物理变量,为螺杆旋转过程提供了有价值的见解。以往的研究大多集中在实验表征或刀具运动分析上,缺乏对振动与切削力内在耦合关系的研究。这导致对加工系统内的动态交互过程缺乏系统的理解。本研究对一维铣削信号进行了适当的相空间重构(PSR),并利用它绘制了交叉递归图(CRP)。根据图像的结构特征,定性地讨论了信号之间的相关性。随后的交叉递归定量分析(CRQA)用于定量评价不同工艺参数之间的相关性。与传统的非线性分析技术不同,交叉递归方法可以捕获短期、非平稳、非线性信号的耦合特性。本文首次将交叉递推方法应用于干式旋风铣削中振动与切削力的关系研究。研究结果表明,在一定的工艺参数组合下,振动与切削力之间存在良好的连续相关关系。在高切削速度下(Vt = 180 m/min),使用多个切削工具(Nt = 6)显著降低了振动和力之间的相关性和稳定性(约30 - 35%)。然而,在低切削速度下(Vt = 60 m/min),使用多种切削工具可提高相关性(约20%)。
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
Measurement
Measurement 工程技术-工程:综合
CiteScore
10.20
自引率
12.50%
发文量
1589
审稿时长
12.1 months
期刊介绍: Contributions are invited on novel achievements in all fields of measurement and instrumentation science and technology. Authors are encouraged to submit novel material, whose ultimate goal is an advancement in the state of the art of: measurement and metrology fundamentals, sensors, measurement instruments, measurement and estimation techniques, measurement data processing and fusion algorithms, evaluation procedures and methodologies for plants and industrial processes, performance analysis of systems, processes and algorithms, mathematical models for measurement-oriented purposes, distributed measurement systems in a connected world.
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