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Author:

Wang, Yumo (Wang, Yumo.) | Liu, Zhifeng (Liu, Zhifeng.) (Scholars:刘志峰) | Zhao, Yongsheng (Zhao, Yongsheng.) (Scholars:赵永胜) | Cheng, Qiang (Cheng, Qiang.) (Scholars:程强) | Cai, Ligang (Cai, Ligang.) (Scholars:蔡力钢)

Indexed by:

EI Scopus SCIE

Abstract:

Reliable operating conditions of hydrostatic turntables are prerequisite to ensuring machine tool performance. The hydrostatic turntable is affected by multiple working conditions, therefore, methods for evaluating turntable load-carrying capacity has become research hotspot. In this paper, by analyzing bearing capacity, parameters closely related to the support performance of turntables are selected as recognition features and an artificial neural network (ANN) training method is proposed. The ANN method is based on numerical solutions of over-determined nonlinear equations (ODNE) to intelligently evaluate turntable performance. In this study, ANN and ODNE training are applied to evaluate the performance of hydrostatic turntables. Finally, to verify the feasibility of the method, an intelligent monitoring system is established to collect data on machine tools.

Keyword:

Hydrostatic turntable Intelligent monitoring system Artificial neural network training Performance evaluation

Author Community:

  • [ 1 ] [Wang, Yumo]Beijing Univ Technol, Inst Adv Mfg & Intelligent Technol, Beijing 100124, Peoples R China
  • [ 2 ] [Liu, Zhifeng]Beijing Univ Technol, Inst Adv Mfg & Intelligent Technol, Beijing 100124, Peoples R China
  • [ 3 ] [Zhao, Yongsheng]Beijing Univ Technol, Inst Adv Mfg & Intelligent Technol, Beijing 100124, Peoples R China
  • [ 4 ] [Cheng, Qiang]Beijing Univ Technol, Inst Adv Mfg & Intelligent Technol, Beijing 100124, Peoples R China
  • [ 5 ] [Cai, Ligang]Beijing Univ Technol, Inst Adv Mfg & Intelligent Technol, Beijing 100124, Peoples R China
  • [ 6 ] [Wang, Yumo]Beijing Univ Technol, Mech Ind Lab Heavy Machine Tool Digital Design &, Beijing 100124, Peoples R China
  • [ 7 ] [Liu, Zhifeng]Beijing Univ Technol, Mech Ind Lab Heavy Machine Tool Digital Design &, Beijing 100124, Peoples R China
  • [ 8 ] [Zhao, Yongsheng]Beijing Univ Technol, Mech Ind Lab Heavy Machine Tool Digital Design &, Beijing 100124, Peoples R China
  • [ 9 ] [Cheng, Qiang]Beijing Univ Technol, Mech Ind Lab Heavy Machine Tool Digital Design &, Beijing 100124, Peoples R China
  • [ 10 ] [Cai, Ligang]Beijing Univ Technol, Mech Ind Lab Heavy Machine Tool Digital Design &, Beijing 100124, Peoples R China

Reprint Author's Address:

  • 刘志峰

    [Liu, Zhifeng]Beijing Univ Technol, Inst Adv Mfg & Intelligent Technol, Beijing 100124, Peoples R China

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Source :

TRIBOLOGY INTERNATIONAL

ISSN: 0301-679X

Year: 2019

Volume: 133

Page: 21-31

6 . 2 0 0

JCR@2022

ESI Discipline: ENGINEERING;

ESI HC Threshold:136

JCR Journal Grade:1

Cited Count:

WoS CC Cited Count: 10

SCOPUS Cited Count: 11

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 11

Online/Total:1056/10574427
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