Skip to main content
Top
Published in: The International Journal of Advanced Manufacturing Technology 3-4/2022

20-08-2022 | ORIGINAL ARTICLE

Online chatter monitor system based on rapid detection method and wireless communication

Authors: Xueyu Mei, Haoming Xu, Pingfa Feng, Meng Yuan, Chao Xu, Yuan Ma, Feng Feng

Published in: The International Journal of Advanced Manufacturing Technology | Issue 3-4/2022

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Chatter is a serious self-excited vibration, which can lead to many issues in machining; thus, an effective online chatter detection method is highly demanded. However, the pre-processing such as decomposition on the collected signals that was usually used in the literature costs a long time, thus compromising its online capacity. In this study, a rapid chatter detection method is investigated aiming at establishing a monitor system based on wireless communication. Firstly, the feasibility of not using pre-processing on vibration signals in milling chatter detection was demonstrated. Fractal dimension (FD) algorithms, including Katz’s and Higuchi’s approaches, and power spectral entropy algorithm, as well as a typical pre-processing method, empirical mode decomposition (EMD), were studied comparatively. It was found that Katz’s FD without EMD can monitor chatter effectively and the most rapidly; thus, it can be considered as the most favorable option for chatter monitor within the scope of this study. Based on such a finding, an online chatter monitor system was established by using Zigbee wireless communication technique. The comprehensive performance, including time cost, power consumption and packet loss rate of the established system were tested. The signal credibility and ability to monitor chatter of the system was also verified in practical milling, suggesting that it could meet the requirements of online chatter monitor.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literature
13.
go back to reference Mandelbrot BB (1991) The fractal geometry of nature (revised edition), Computers & Geosciences, vol 17. W. H, Freeman, New York Mandelbrot BB (1991) The fractal geometry of nature (revised edition), Computers & Geosciences, vol 17. W. H, Freeman, New York
19.
go back to reference Katz MJ, George EB (1985) Fractals and the analysis of growth paths. Bull Math Biol 47(2):273–286. URL <GotoISI>://WOS:A1985ANC3900008 Katz MJ, George EB (1985) Fractals and the analysis of growth paths. Bull Math Biol 47(2):273–286. URL <GotoISI>://WOS:A1985ANC3900008
21.
go back to reference Zhuo Y, Jin H, Han Z (2020) Chatter identification in flank milling of thin-walled blade based on fractal dimension. Proc Manuf 49:150–154 Zhuo Y, Jin H, Han Z (2020) Chatter identification in flank milling of thin-walled blade based on fractal dimension. Proc Manuf 49:150–154
23.
go back to reference Luo M, Luo H, Axinte D, Liu D, Mei J, Liao Z (2018) A wireless instrumented milling cutter system with embedded pvdf sensors. Mech Syst Signal Process 110:556–568CrossRef Luo M, Luo H, Axinte D, Liu D, Mei J, Liao Z (2018) A wireless instrumented milling cutter system with embedded pvdf sensors. Mech Syst Signal Process 110:556–568CrossRef
24.
go back to reference Uquillas DR, Hsiao T (2016) Wireless tool holder sensor design for cutting force measurement applied to chatter detection. In: 2016 IEEE Region 10 Conference (TENCON), IEEE, vol. 18, pp 1845–1848 Uquillas DR, Hsiao T (2016) Wireless tool holder sensor design for cutting force measurement applied to chatter detection. In: 2016 IEEE Region 10 Conference (TENCON), IEEE, vol. 18, pp 1845–1848
25.
go back to reference Guo K, Sun J (2021) An integrated wireless vibration sensing tool holder for milling tool condition monitoring with singularity analysis. Measurement 174CrossRef Guo K, Sun J (2021) An integrated wireless vibration sensing tool holder for milling tool condition monitoring with singularity analysis. Measurement 174CrossRef
27.
go back to reference Esteller R, Vachtsevanos G, Echauz J, Lilt B (1999) A comparison of fractal dimension algorithms using synthetic and experimental data. ISCAS’99 Proceedings of the 1999 IEEE International Symposium on Circuits and Systems VLSI (Cat No99CH36349), pp 199–202 vol. 3. https://doi.org/10.1109/iscas.1999.778819. URL <GotoISI>://INSPEC:6430421 Esteller R, Vachtsevanos G, Echauz J, Lilt B (1999) A comparison of fractal dimension algorithms using synthetic and experimental data. ISCAS’99 Proceedings of the 1999 IEEE International Symposium on Circuits and Systems VLSI (Cat No99CH36349), pp 199–202 vol. 3. https://​doi.​org/​10.​1109/​iscas.​1999.​778819. URL <GotoISI>://INSPEC:6430421
30.
go back to reference Altintas Y, Budak E (1998) Analytical prediction of chatter stability in milling-part i: general formulation. J Dyn Syst Meas Control-Trans ASME 120:22–30CrossRef Altintas Y, Budak E (1998) Analytical prediction of chatter stability in milling-part i: general formulation. J Dyn Syst Meas Control-Trans ASME 120:22–30CrossRef
31.
go back to reference Casusol AJ, Zegarra FC, Vargas-Machuca J, Coronado AM (2021) Optimal window size for the extraction of features for tool wear estimation. In: 2021 IEEE XXVIII International Conference on Electronics, Electrical Engineering and Computing (INTERCON), IEEE, vol. 18, pp 1–4 Casusol AJ, Zegarra FC, Vargas-Machuca J, Coronado AM (2021) Optimal window size for the extraction of features for tool wear estimation. In: 2021 IEEE XXVIII International Conference on Electronics, Electrical Engineering and Computing (INTERCON), IEEE, vol. 18, pp 1–4
32.
go back to reference Liang J, Zhang Y, Zhong JH, Yang H (2019) A novel multi-segment feature fusion based fault classification approach for rotating machinery. Mech Syst Signal Process 122:19–41CrossRef Liang J, Zhang Y, Zhong JH, Yang H (2019) A novel multi-segment feature fusion based fault classification approach for rotating machinery. Mech Syst Signal Process 122:19–41CrossRef
34.
go back to reference Shi J, Liang M, Guan Y (2016) Bearing fault diagnosis under variable rotational speed via the joint application of windowed fractal dimension transform and generalized demodulation: a method free from prefiltering and resampling. Mech Syst Signal Proc 68–69:15–33. https://doi.org/10.1016/j.ymssp.2015.08.019. URL <GotoISI>://WOS:000362916800002CrossRef Shi J, Liang M, Guan Y (2016) Bearing fault diagnosis under variable rotational speed via the joint application of windowed fractal dimension transform and generalized demodulation: a method free from prefiltering and resampling. Mech Syst Signal Proc 68–69:15–33. https://​doi.​org/​10.​1016/​j.​ymssp.​2015.​08.​019. URL <GotoISI>://WOS:000362916800002CrossRef
37.
go back to reference Marei M, Li W (2022) Cutting tool prognostics enabled by hybrid cnn-lstm with transfer learning. Int J Adv Manuf Technol 118(3):817–836CrossRef Marei M, Li W (2022) Cutting tool prognostics enabled by hybrid cnn-lstm with transfer learning. Int J Adv Manuf Technol 118(3):817–836CrossRef
38.
go back to reference Zhai Y, Gao H, Wang Y, Li R (2019) Influence of cutting parameters on force coefficients and stability in plunge milling. Int J Adv Manuf Technol 104(5):2513–2523CrossRef Zhai Y, Gao H, Wang Y, Li R (2019) Influence of cutting parameters on force coefficients and stability in plunge milling. Int J Adv Manuf Technol 104(5):2513–2523CrossRef
41.
go back to reference Suprock CA, Nichols JS (2009) A low cost wireless high bandwidth transmitter for sensor-integrated metal cutting tools and process monitoring. Int J of Mechatronics and Manufacturing Systems 2(4) Suprock CA, Nichols JS (2009) A low cost wireless high bandwidth transmitter for sensor-integrated metal cutting tools and process monitoring. Int J of Mechatronics and Manufacturing Systems 2(4)
47.
go back to reference Farahani S (2008) ZigBee wireless networks and transceivers. Newnes, Burlington Farahani S (2008) ZigBee wireless networks and transceivers. Newnes, Burlington
Metadata
Title
Online chatter monitor system based on rapid detection method and wireless communication
Authors
Xueyu Mei
Haoming Xu
Pingfa Feng
Meng Yuan
Chao Xu
Yuan Ma
Feng Feng
Publication date
20-08-2022
Publisher
Springer London
Published in
The International Journal of Advanced Manufacturing Technology / Issue 3-4/2022
Print ISSN: 0268-3768
Electronic ISSN: 1433-3015
DOI
https://doi.org/10.1007/s00170-022-09941-3

Other articles of this Issue 3-4/2022

The International Journal of Advanced Manufacturing Technology 3-4/2022 Go to the issue

Premium Partners