Chatter model for enabling a digital twin in machining

被引:33
作者
Afazov, Shukri [1 ]
Scrimieri, Daniele [2 ]
机构
[1] Nottingham Trent Univ, Sch Sci & Technol, Dept Engn, Nottingham NG11 8NS, England
[2] Univ Bradford, Dept Comp Sci, Bradford BD7 1DP, W Yorkshire, England
关键词
Digital twin; Chatter model; Cutting forces;
D O I
10.1007/s00170-020-06028-9
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents the development of a new chatter model using measured cutting forces instead of a mathematical model with empirical nature that describes them. The utilisation of measured cutting forces enables the prediction of real-time chatter conditions and stable machining. The chatter model is validated using fast Fourier transform (FFT) analyses for detection of chatter. The key contribution of the developed chatter model is that it can be incorporated in digital twins for process monitoring and control in order to achieve greater material removal rates and improved surface quality in future industrial applications involving machining processes.
引用
收藏
页码:2439 / 2444
页数:6
相关论文
共 14 条
[1]   Effects of micro-milling conditions on the cutting forces and process stability [J].
Afazov, S. M. ;
Zdebski, D. ;
Ratchev, S. M. ;
Segal, J. ;
Liu, S. .
JOURNAL OF MATERIALS PROCESSING TECHNOLOGY, 2013, 213 (05) :671-684
[2]   Chatter modelling in micro-milling by considering process nonlinearities [J].
Afazov, S. M. ;
Ratchev, S. M. ;
Segal, J. ;
Popov, A. A. .
INTERNATIONAL JOURNAL OF MACHINE TOOLS & MANUFACTURE, 2012, 56 :28-38
[3]   Modelling and simulation of micro-milling cutting forces [J].
Afazov, S. M. ;
Ratchev, S. M. ;
Segal, J. .
JOURNAL OF MATERIALS PROCESSING TECHNOLOGY, 2010, 210 (15) :2154-2162
[4]  
Altintas Y, 2012, MANUFACTURING AUTOMATION: METAL CUTTING MECHANICS, MACHINE TOOL VIBRATIONS, AND CNC DESIGN, 2ND EDITION, P1
[5]  
Altintas Y, 1995, CIRP ANN-MANUF TECHN, V44, P357, DOI DOI 10.1016/S0007-8506(07)62342-7
[6]  
Cheng K, 2009, SPRINGER SER ADV MAN, P1, DOI 10.1007/978-1-84628-368-0
[7]   Review of digital twin applications in manufacturing [J].
Cimino, Chiara ;
Negri, Elisa ;
Fumagalli, Luca .
COMPUTERS IN INDUSTRY, 2019, 113
[8]   Chatter avoidance via structural modification of tool-holder geometry [J].
Gibbons, Tom J. ;
Ozturk, Erdem ;
Xu, Liangji ;
Sims, Neil D. .
INTERNATIONAL JOURNAL OF MACHINE TOOLS & MANUFACTURE, 2020, 150
[9]   Monitoring and processing signal applied in machining processes - A review [J].
Lauro, C. H. ;
Brandao, L. C. ;
Baldo, D. ;
Reis, R. A. ;
Davim, J. P. .
MEASUREMENT, 2014, 58 :73-86
[10]   Digital Twin Models in Industrial Operations: A Systematic Literature Review [J].
Melesse, Tsega Y. ;
Di Pasquale, Valentina ;
Riemma, Stefano .
INTERNATIONAL CONFERENCE ON INDUSTRY 4.0 AND SMART MANUFACTURING (ISM 2019), 2020, 42 :267-272