A Wavelet and Neural Networks Based on Fault Diagnosis for HAGC System of Strip Rolling Mill

LI Guoyou;DONG Min

钢铁研究学报(英文版) ›› 2011, Vol. 18 ›› Issue (1) : 31-31.

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钢铁研究学报(英文版) ›› 2011, Vol. 18 ›› Issue (1) : 31-31.
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A Wavelet and Neural Networks Based on Fault Diagnosis for HAGC System of Strip Rolling Mill

  • LI Guoyou, DONG Min
作者信息 +

A Wavelet and Neural Networks Based on Fault Diagnosis for HAGC System of Strip Rolling Mill

  • LI Guoyou, DONG Min
Author information +
文章历史 +

摘要

The research is aiming at the fault diagnosis of HAGC system of strip rolling mill. Taking the advantage of the accompany characteristics of the closed-loop control system, rolling force forecasting model is established based on neural networks. The comparison results between the forecasting results and the actual signal are taken as residual signals, which have eliminated the effects of abrupt input. Wavelet transform is used to acquire the components of high and low frequency, and fault numerical criterion is established through Lipschitz exponent. Wavelet decomposition results make fault feature clear and time-domain positioning accurately. By analyzing the varied fault features which correspond to varied fault reasons, the fault diagnosis of HAGC system is implemented successfully.

Abstract

The research is aiming at the fault diagnosis of HAGC system of strip rolling mill. Taking the advantage of the accompany characteristics of the closed-loop control system, rolling force forecasting model is established based on neural networks. The comparison results between the forecasting results and the actual signal are taken as residual signals, which have eliminated the effects of abrupt input. Wavelet transform is used to acquire the components of high and low frequency, and fault numerical criterion is established through Lipschitz exponent. Wavelet decomposition results make fault feature clear and time-domain positioning accurately. By analyzing the varied fault features which correspond to varied fault reasons, the fault diagnosis of HAGC system is implemented successfully.

关键词

fault diagnosis / neural networks / wavelet transformation / HAGC

Key words

HAGC / fault diagnosis / neural networks / wavelet transformation

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导出引用
DONG Min, LI Guoyou. A Wavelet and Neural Networks Based on Fault Diagnosis for HAGC System of Strip Rolling Mill[J]. 钢铁研究学报(英文版), 2011, 18(1): 31-31
DONG Min, LI Guoyou. A Wavelet and Neural Networks Based on Fault Diagnosis for HAGC System of Strip Rolling Mill[J]. Journal of Iron and Steel Research International, 2011, 18(1): 31-31

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