ISSN 2096-4498

   CN 44-1745/U

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Fault Diagnosis on Hydraulic Driving System of Shield Cutterhead Based on VariableWeightedPrincipalComponentAnalysis (VWPCA)

  • HAO Yongxing ,
  • LIU Yuyang ,
  • ZHOU Jianjun ,
  • ZHOU Yang ,
  • ZHENG Shujuan ,
  • LEI Chao
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  • (1. School of Mechanical Engineering, North China University of Water Resources and Electrical Power, Zhengzhou 450045,Henan, China; 2. State Key Laboratory of Shield Machine and Boring Technology, Zhengzhou 450001, Henan, China)

Received date: 2017-05-15

  Revised date: 2017-09-30

  Online published: 2018-02-01

Abstract

The weight vector is introduced into the traditional principal component analysis(PCA)so as to improve the rapidity and accuracy of fault diagnosis on hydraulic driving system of shield cutterhead; and the formula of variableweightedprincipalcomponentanalysis (VWPCA)method is deduced.The model of cutterhead hydraulic driving system of earth pressure balance shield with diameter of 6 450 mm is established by software AMESim; and 12 variables and 6 faults are selected and simulated respectively. And then, the weight vectors of every fault can be obtained from the simulation data.As a result,the model of VWPCA method can be established to study the fault samples.The study results show that the contributions of every variable to different faults can be improved by variable weighting; the accuracy of system fault diagnosis by VWPCA method can be significantly improved by more than 50%.

Cite this article

HAO Yongxing , LIU Yuyang , ZHOU Jianjun , ZHOU Yang , ZHENG Shujuan , LEI Chao . Fault Diagnosis on Hydraulic Driving System of Shield Cutterhead Based on VariableWeightedPrincipalComponentAnalysis (VWPCA)[J]. Tunnel Construction, 2018 , 38(1) : 118 -123 . DOI: 10.3973/j.issn.2096-4498.2018.01.015

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