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Author:

Qi, Baobao (Qi, Baobao.) | Chen, Chuanhai (Chen, Chuanhai.) | Liu, Zhifeng (Liu, Zhifeng.) | Zhu, Yingjie (Zhu, Yingjie.) | Lan, Lifeng (Lan, Lifeng.) | Chen, Jianzhou (Chen, Jianzhou.) | Guo, Jinyan (Guo, Jinyan.)

Indexed by:

EI Scopus SCIE

Abstract:

One of the most important keys to consistent spindle operation is reliability in the manufacturing and processing computer numerical control machine tools (CNC). The diffusion kernel density estimation method is presented for modeling the cutting force spectrum and program load of computer numerical control machine tools. The cutting experiments of the machining center are conducted under multiple manufacturing conditions. The probability density function and cumulative distribution function are derived from the method proposed in this paper and other traditional methods. In addition, the established method for parameter estimation is validated against the coefficient method (R2), root mean square error (RMSE), and K-S test methods. The proposed method establishes the distribution function and two-dimensional(2D) load spectrum of cutting force when CNC machine tools are used in various machining conditions. Finally, according to the characteristic analysis of the 2D cutting force spectrum, the program load spectrum compilation for the CNC spindle is completed under multiple manufacturing conditions.

Keyword:

Cutting force spectrum Program load spectrum Modeling method Manufacturing conditions Machine tools

Author Community:

  • [ 1 ] [Qi, Baobao]Jilin Univ, Minist Educ, Key Lab CNC Equipment Reliabil, Changchun, Peoples R China
  • [ 2 ] [Chen, Chuanhai]Jilin Univ, Minist Educ, Key Lab CNC Equipment Reliabil, Changchun, Peoples R China
  • [ 3 ] [Liu, Zhifeng]Jilin Univ, Minist Educ, Key Lab CNC Equipment Reliabil, Changchun, Peoples R China
  • [ 4 ] [Zhu, Yingjie]Jilin Univ, Minist Educ, Key Lab CNC Equipment Reliabil, Changchun, Peoples R China
  • [ 5 ] [Chen, Jianzhou]Jilin Univ, Minist Educ, Key Lab CNC Equipment Reliabil, Changchun, Peoples R China
  • [ 6 ] [Guo, Jinyan]Jilin Univ, Minist Educ, Key Lab CNC Equipment Reliabil, Changchun, Peoples R China
  • [ 7 ] [Qi, Baobao]Jilin Univ, Chongqing Res Inst, Chongqing, Peoples R China
  • [ 8 ] [Chen, Chuanhai]Key Lab Adv Mfg & Intelligent Technol High end CNC, Changchun, Jilin, Peoples R China
  • [ 9 ] [Zhu, Yingjie]Key Lab Adv Mfg & Intelligent Technol High end CNC, Changchun, Jilin, Peoples R China
  • [ 10 ] [Guo, Jinyan]Key Lab Adv Mfg & Intelligent Technol High end CNC, Changchun, Jilin, Peoples R China
  • [ 11 ] [Liu, Zhifeng]Beijing Univ Technol, Inst Adv Mfg & Intelligent Technol, Beijing 100124, Peoples R China
  • [ 12 ] [Lan, Lifeng]BYD Co Ltd, Shenzhen, Guangdong, Peoples R China

Reprint Author's Address:

  • [Chen, Chuanhai]Jilin Univ, Minist Educ, Key Lab CNC Equipment Reliabil, Changchun, Peoples R China;;[Liu, Zhifeng]Jilin Univ, Minist Educ, Key Lab CNC Equipment Reliabil, Changchun, Peoples R China;;

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Source :

JOURNAL OF MANUFACTURING PROCESSES

ISSN: 1526-6125

Year: 2024

Volume: 127

Page: 140-159

6 . 2 0 0

JCR@2022

Cited Count:

WoS CC Cited Count: 1

SCOPUS Cited Count: 1

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 4

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