Fault Diagnosis of Broken Rotor Bars in Squirrel-Cage Induction Motor of Hoister Based on Duffing Oscillator and Multifractal Dimension
This paper is to propose a novel fault diagnosis method for broken rotor bars in squirrel-cage induction motor of hoister, which is based on duffing oscillator and multifractal dimension. Firstly, based on the analysis of the structure and performance of modified duffing oscillator, the end of trans...
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2014-07-01
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Series: | Advances in Mechanical Engineering |
Online Access: | https://doi.org/10.1155/2014/849670 |
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doaj-0c092bd3df484ba783667219ee5362f82020-11-25T02:52:30ZengSAGE PublishingAdvances in Mechanical Engineering1687-81322014-07-01610.1155/2014/84967010.1155_2014/849670Fault Diagnosis of Broken Rotor Bars in Squirrel-Cage Induction Motor of Hoister Based on Duffing Oscillator and Multifractal DimensionZhike Zhao0Xin Wang1Xiaoguang Zhang2 School of Electrical Engineering and Automation, Henan Polytechnic University, Jiaozuo 454000, China School of Electrical Engineering and Automation, Henan Polytechnic University, Jiaozuo 454000, China School of Mechatronic Engineering, China University of Mining and Technology, Xuzhou 221116, ChinaThis paper is to propose a novel fault diagnosis method for broken rotor bars in squirrel-cage induction motor of hoister, which is based on duffing oscillator and multifractal dimension. Firstly, based on the analysis of the structure and performance of modified duffing oscillator, the end of transitional slope from chaotic area to large-scale cycle area is selected as the optimal critical threshold of duffing oscillator by bifurcation diagrams and Lyapunov exponent. Secondly, the phase transformation duffing oscillator from chaos to intermittent chaos is sensitive to the signals, whose frequency difference is quite weak from the reference signal. The spectrums of the largest Lyapunov exponents and bifurcation diagrams of the duffing oscillator are utilized to analyze the variance in different parameters of frequency. Finally, this paper is to analyze the characteristics of both single fractal (box-counting dimension) and multifractal and make a comparison between them. Multifractal detrended fluctuation analysis is applied to detect extra frequency component of current signal. Experimental results reveal that the method is effective for early detection of broken rotor bars in squirrel-cage induction motor of hoister.https://doi.org/10.1155/2014/849670 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Zhike Zhao Xin Wang Xiaoguang Zhang |
spellingShingle |
Zhike Zhao Xin Wang Xiaoguang Zhang Fault Diagnosis of Broken Rotor Bars in Squirrel-Cage Induction Motor of Hoister Based on Duffing Oscillator and Multifractal Dimension Advances in Mechanical Engineering |
author_facet |
Zhike Zhao Xin Wang Xiaoguang Zhang |
author_sort |
Zhike Zhao |
title |
Fault Diagnosis of Broken Rotor Bars in Squirrel-Cage Induction Motor of Hoister Based on Duffing Oscillator and Multifractal Dimension |
title_short |
Fault Diagnosis of Broken Rotor Bars in Squirrel-Cage Induction Motor of Hoister Based on Duffing Oscillator and Multifractal Dimension |
title_full |
Fault Diagnosis of Broken Rotor Bars in Squirrel-Cage Induction Motor of Hoister Based on Duffing Oscillator and Multifractal Dimension |
title_fullStr |
Fault Diagnosis of Broken Rotor Bars in Squirrel-Cage Induction Motor of Hoister Based on Duffing Oscillator and Multifractal Dimension |
title_full_unstemmed |
Fault Diagnosis of Broken Rotor Bars in Squirrel-Cage Induction Motor of Hoister Based on Duffing Oscillator and Multifractal Dimension |
title_sort |
fault diagnosis of broken rotor bars in squirrel-cage induction motor of hoister based on duffing oscillator and multifractal dimension |
publisher |
SAGE Publishing |
series |
Advances in Mechanical Engineering |
issn |
1687-8132 |
publishDate |
2014-07-01 |
description |
This paper is to propose a novel fault diagnosis method for broken rotor bars in squirrel-cage induction motor of hoister, which is based on duffing oscillator and multifractal dimension. Firstly, based on the analysis of the structure and performance of modified duffing oscillator, the end of transitional slope from chaotic area to large-scale cycle area is selected as the optimal critical threshold of duffing oscillator by bifurcation diagrams and Lyapunov exponent. Secondly, the phase transformation duffing oscillator from chaos to intermittent chaos is sensitive to the signals, whose frequency difference is quite weak from the reference signal. The spectrums of the largest Lyapunov exponents and bifurcation diagrams of the duffing oscillator are utilized to analyze the variance in different parameters of frequency. Finally, this paper is to analyze the characteristics of both single fractal (box-counting dimension) and multifractal and make a comparison between them. Multifractal detrended fluctuation analysis is applied to detect extra frequency component of current signal. Experimental results reveal that the method is effective for early detection of broken rotor bars in squirrel-cage induction motor of hoister. |
url |
https://doi.org/10.1155/2014/849670 |
work_keys_str_mv |
AT zhikezhao faultdiagnosisofbrokenrotorbarsinsquirrelcageinductionmotorofhoisterbasedonduffingoscillatorandmultifractaldimension AT xinwang faultdiagnosisofbrokenrotorbarsinsquirrelcageinductionmotorofhoisterbasedonduffingoscillatorandmultifractaldimension AT xiaoguangzhang faultdiagnosisofbrokenrotorbarsinsquirrelcageinductionmotorofhoisterbasedonduffingoscillatorandmultifractaldimension |
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