Gear Contact Fatigue Life Prediction based on Multifractal Spectrum and Grey Model GM(1,1)

The implement of gear contact fatigue life prediction( CFLP) is critically important for maintenance and operation of gear transmission system. A novel method for gear CFLP based on vibration data collected from the run-to-failure test of involute spur gear is proposed. The multifractal detrended fl...

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Main Authors: Zhang Ruiliang, Yan Tianxiao, Wang Tie, Liu Yaqiong
Format: Article
Language:zho
Published: Editorial Office of Journal of Mechanical Transmission 2017-01-01
Series:Jixie chuandong
Subjects:
Online Access:http://www.jxcd.net.cn/thesisDetails#10.16578/j.issn.1004.2539.2017.07.021
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author Zhang Ruiliang
Yan Tianxiao
Wang Tie
Liu Yaqiong
author_facet Zhang Ruiliang
Yan Tianxiao
Wang Tie
Liu Yaqiong
author_sort Zhang Ruiliang
collection DOAJ
description The implement of gear contact fatigue life prediction( CFLP) is critically important for maintenance and operation of gear transmission system. A novel method for gear CFLP based on vibration data collected from the run-to-failure test of involute spur gear is proposed. The multifractal detrended fluctuation analysis( MF-DFA) is used to analyzed vibration data. As a result,the multifractal spectrum( MFS) are obtained and the indicator for assessing gear contact condition deterioration is designed based on the width of MFS. Subsequently,the gear CFLP model is developed based on the proposed indicator and GM( 1,1) model. The efficiency of this model is demonstrated by using experimental results. The results show that the proposed method delivers satisfactory performances with high precision and the prediction results can be used as a reference to gear life estimation.
format Article
id doaj-art-bdfa2078a3a34ebfbc2d31e576847333
institution Kabale University
issn 1004-2539
language zho
publishDate 2017-01-01
publisher Editorial Office of Journal of Mechanical Transmission
record_format Article
series Jixie chuandong
spelling doaj-art-bdfa2078a3a34ebfbc2d31e5768473332025-01-10T14:22:18ZzhoEditorial Office of Journal of Mechanical TransmissionJixie chuandong1004-25392017-01-01419710129931374Gear Contact Fatigue Life Prediction based on Multifractal Spectrum and Grey Model GM(1,1)Zhang RuiliangYan TianxiaoWang TieLiu YaqiongThe implement of gear contact fatigue life prediction( CFLP) is critically important for maintenance and operation of gear transmission system. A novel method for gear CFLP based on vibration data collected from the run-to-failure test of involute spur gear is proposed. The multifractal detrended fluctuation analysis( MF-DFA) is used to analyzed vibration data. As a result,the multifractal spectrum( MFS) are obtained and the indicator for assessing gear contact condition deterioration is designed based on the width of MFS. Subsequently,the gear CFLP model is developed based on the proposed indicator and GM( 1,1) model. The efficiency of this model is demonstrated by using experimental results. The results show that the proposed method delivers satisfactory performances with high precision and the prediction results can be used as a reference to gear life estimation.http://www.jxcd.net.cn/thesisDetails#10.16578/j.issn.1004.2539.2017.07.021Gear contact fatigueLife predictionMultifractal spectrumVibration signalGrey model
spellingShingle Zhang Ruiliang
Yan Tianxiao
Wang Tie
Liu Yaqiong
Gear Contact Fatigue Life Prediction based on Multifractal Spectrum and Grey Model GM(1,1)
Jixie chuandong
Gear contact fatigue
Life prediction
Multifractal spectrum
Vibration signal
Grey model
title Gear Contact Fatigue Life Prediction based on Multifractal Spectrum and Grey Model GM(1,1)
title_full Gear Contact Fatigue Life Prediction based on Multifractal Spectrum and Grey Model GM(1,1)
title_fullStr Gear Contact Fatigue Life Prediction based on Multifractal Spectrum and Grey Model GM(1,1)
title_full_unstemmed Gear Contact Fatigue Life Prediction based on Multifractal Spectrum and Grey Model GM(1,1)
title_short Gear Contact Fatigue Life Prediction based on Multifractal Spectrum and Grey Model GM(1,1)
title_sort gear contact fatigue life prediction based on multifractal spectrum and grey model gm 1 1
topic Gear contact fatigue
Life prediction
Multifractal spectrum
Vibration signal
Grey model
url http://www.jxcd.net.cn/thesisDetails#10.16578/j.issn.1004.2539.2017.07.021
work_keys_str_mv AT zhangruiliang gearcontactfatiguelifepredictionbasedonmultifractalspectrumandgreymodelgm11
AT yantianxiao gearcontactfatiguelifepredictionbasedonmultifractalspectrumandgreymodelgm11
AT wangtie gearcontactfatiguelifepredictionbasedonmultifractalspectrumandgreymodelgm11
AT liuyaqiong gearcontactfatiguelifepredictionbasedonmultifractalspectrumandgreymodelgm11