Time-frequency analysis-based impulse feature extraction method for quantitative evaluation of milling tool wear

被引:2
|
作者
Guo, Mingang [1 ]
Tu, Xiaotong [2 ]
Abbas, Saqlain [3 ]
Zhuo, Shuangmu [4 ]
Li, Xiaolu [4 ,5 ]
机构
[1] Xiamen Univ, Tan Kah Kee Coll, Sch Informat Sci & Technol, Zhangzhou 363105, Peoples R China
[2] Xiamen Univ, Sch Informat, Xiamen, Peoples R China
[3] Univ Engn & Technol Lahore, Dept Mech Engn, Narowal Campus, Narowal 51600, Pakistan
[4] Jimei Univ, Sch Sci, Xiamen, Peoples R China
[5] Jimei Univ, Sch Sci, 185 Yinjiang Rd, Xiamen 361021, Peoples R China
关键词
Condition monitoring; fault diagnosis; time-frequency analysis; generalized horizontal synchrosqueezing transform; tool wear detection; SYNCHROSQUEEZING TRANSFORM; ALGORITHM; LIFE;
D O I
10.1177/14759217231192003
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Mechanical system condition monitoring is an important procedure in modern industry, which not only reduces maintenance costs but also ensures safe equipment operation. At present, the monitoring method based on signal processing is one of the most common and effective fault diagnosis methods. In this work, the time-frequency distribution (TFD) obtained by generalized horizontal synchrosqueezing transform is used to extract the impulse feature of the non-stationary vibration signal of the tool. By using the TFD result, the two-dimensional (2D) Fourier transform can further detect the periodic pulses. Next, the energy proportion factor of periodic frequency point is proposed to evaluate the different tool wear degrees. Numerical simulations and experimental data analysis demonstrate the effectiveness of the proposed method as well as the potential for condition monitoring.
引用
收藏
页码:1766 / 1778
页数:13
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