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Author:

Xie, Juntai (Xie, Juntai.) | Lü, Xiaozhe (Lü, Xiaozhe.) | Gao, Jianmin (Gao, Jianmin.) | Gao, Zhiyong (Gao, Zhiyong.) | Wang, Wei (Wang, Wei.)

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Abstract:

In light of the continuous change of the state and the drift of performance of complex electromechanical systems in process industry, a dynamic state tagging method based on self-organizing feature map network is proposed. First, a multi-variable coupling relationship network is construct and the characteristics are extracted.Second, thedynamic tagging process is divided into two stages where states are updated passively and actively respectively. During the former process, the self-organizing feature map network is constantly trained to adapt to new situations and drift of performance. During the later process, the influence of the system's historical states on the network model is eliminated. Finally, the proposed method is verified effective byanalyzing the data of the real chemical production system. Experimental results show that this method is able to mark the constantly changing multiple states during the operation of complex electromechanical systems. It establishes a state marking knowledge base in agreement with the dynamic evolution process of the system, providing a basis for the identification and prediction of system state. © 2020, Editorial Department of JVMD. All right reserved.

Keyword:

Classifiers Complex networks Conformal mapping Knowledge based systems Self organizing maps

Author Community:

  • [ 1 ] [Xie, Juntai]Western China Institute of Quality Science and Technology, Xi'an Jiaotong University, Xi'an; 710049, China
  • [ 2 ] [Xie, Juntai]State Key Laboratory of Manufacturing Systems Engineering, Xi'an Jiaotong University, Xi'an; 710049, China
  • [ 3 ] [Lü, Xiaozhe]Western China Institute of Quality Science and Technology, Xi'an Jiaotong University, Xi'an; 710049, China
  • [ 4 ] [Lü, Xiaozhe]State Key Laboratory of Manufacturing Systems Engineering, Xi'an Jiaotong University, Xi'an; 710049, China
  • [ 5 ] [Gao, Jianmin]Western China Institute of Quality Science and Technology, Xi'an Jiaotong University, Xi'an; 710049, China
  • [ 6 ] [Gao, Jianmin]State Key Laboratory of Manufacturing Systems Engineering, Xi'an Jiaotong University, Xi'an; 710049, China
  • [ 7 ] [Gao, Zhiyong]Western China Institute of Quality Science and Technology, Xi'an Jiaotong University, Xi'an; 710049, China
  • [ 8 ] [Gao, Zhiyong]State Key Laboratory of Manufacturing Systems Engineering, Xi'an Jiaotong University, Xi'an; 710049, China
  • [ 9 ] [Wang, Wei]Western China Institute of Quality Science and Technology, Xi'an Jiaotong University, Xi'an; 710049, China
  • [ 10 ] [Wang, Wei]State Key Laboratory of Manufacturing Systems Engineering, Xi'an Jiaotong University, Xi'an; 710049, China

Reprint Author's Address:

  • [Gao, Zhiyong]Western China Institute of Quality Science and Technology, Xi'an Jiaotong University, Xi'an; 710049, China;;[Gao, Zhiyong]State Key Laboratory of Manufacturing Systems Engineering, Xi'an Jiaotong University, Xi'an; 710049, China;;

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Source :

Journal of Vibration, Measurement and Diagnosis

ISSN: 1004-6801

Year: 2020

Issue: 2

Volume: 40

Page: 341-347

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count: 2

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 0

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