Milling chatter detection based on information entropy of interval frequency

被引:7
作者
Wan, Shaoke [1 ,2 ]
Liu, Shuo [1 ,2 ]
Li, Xiaohu [1 ,2 ]
Yan, Ke [1 ,2 ]
Hong, Jun [1 ,2 ]
机构
[1] Xi An Jiao Tong Univ, Key Lab Educ Minist Modern Design & Rotor Bearing, Xian, Peoples R China
[2] Xi An Jiao Tong Univ, Sch Mech Engn, Xian, Peoples R China
基金
中国国家自然科学基金;
关键词
Milling chatter detection; Frequency estimation; Interval frequency; Information entropy; ESPRIT; IDENTIFICATION; PARAMETERS;
D O I
10.1016/j.measurement.2023.113328
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Chatter has been one of the most unfavorable issues during the milling, seriously affecting the machining efficiency, quality of machined surface. In this paper, considering the distribution characteristics of multiple chatter frequencies for milling process, a chatter detection method based on the information entropy of interval frequency (IFIE) is proposed. The matrix notch filter is first utilized to filter out the harmonics of spindle rotating frequency and possible colored noise components. Then the main components of filtered signals are estimated with a subspace-based technique. Specially, interval frequency (IF) that denotes the distance between estimated frequencies to the nearest harmonics of spindle rotating frequency is proposed, and then the chatter indicator IFIE is developed by constructing the histogram of IFs. Finally, the milling experiments under various conditions are utilized to validate the proposed methodology, and the results show that the chatter at early stage can be accurately and timely detected.
引用
收藏
页数:13
相关论文
共 49 条
[1]  
Altintas Y., 1995, ANN CIRP, V44, P357, DOI [DOI 10.1016/S0007-8506(07)62342-7, 10.1016/S0007-8506(07)62342-7]
[2]  
[Anonymous], 2022, DESIGN OPERATION PRO, DOI [10.1016/C2019-0-05325-3, DOI 10.1016/C2019-0-05325-3]
[3]   On-Line Energy-Based Milling Chatter Detection [J].
Caliskan, Hakan ;
Kilic, Zekai Murat ;
Altintas, Yusuf .
JOURNAL OF MANUFACTURING SCIENCE AND ENGINEERING-TRANSACTIONS OF THE ASME, 2018, 140 (11)
[4]   Can mode coupling chatter happen in milling? [J].
Celikag, Huseyin ;
Ozturk, Erdem ;
Sims, Neil D. .
INTERNATIONAL JOURNAL OF MACHINE TOOLS & MANUFACTURE, 2021, 165
[5]   Identification of milling chatter based on a novel frequency-domain search algorithm [J].
Chang, Liu ;
Xu, Weiwei ;
Lei, Gao .
INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2020, 109 (9-12) :2393-2407
[6]   Development of a novel online chatter monitoring system for flexible milling process [J].
Chen, Ding ;
Zhang, Xiaojian ;
Zhao, Huan ;
Ding, Han .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2021, 159
[7]   Automatic feature extraction for online chatter monitoring under variable milling conditions [J].
Chen, Kunhong ;
Zhang, Xing ;
Zhao, Wanhua .
MEASUREMENT, 2023, 210
[8]   Chatter detection in milling processes using frequency-domain Renyi entropy [J].
Chen, ZaoZao ;
Li, ZhouLong ;
Niu, JinBo ;
Zhu, LiMin .
INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2020, 106 (3-4) :877-890
[9]   Sinusoidal Order Estimation Using Angles between Subspaces [J].
Christensen, Mads Graesboll ;
Jakobsson, Andreas ;
Jensen, Soren Holdt .
EURASIP JOURNAL ON ADVANCES IN SIGNAL PROCESSING, 2009,
[10]   Multiple chatter frequencies in milling processes [J].
Insperger, T ;
Stépán, G ;
Bayly, PV ;
Mann, BP .
JOURNAL OF SOUND AND VIBRATION, 2003, 262 (02) :333-345