Prediction of Gear Life based on Unbiased Grey Markov Combined Model
For the difficulty of predicting the life of gear,an unbiased Grey GM(1,1)model is established based on the original data,and it is modified by using residual error model.The development trend of gear life is analyzed,the predicting accuracy is improved by introducing Markov optimization based on un...
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Format: | Article |
Language: | zho |
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Editorial Office of Journal of Mechanical Transmission
2015-01-01
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Series: | Jixie chuandong |
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Online Access: | http://www.jxcd.net.cn/thesisDetails#10.16578/j.issn.1004.2539.2015.02.009 |
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author | Duan Mingde Wei Baolei You Yanwei |
author_facet | Duan Mingde Wei Baolei You Yanwei |
author_sort | Duan Mingde |
collection | DOAJ |
description | For the difficulty of predicting the life of gear,an unbiased Grey GM(1,1)model is established based on the original data,and it is modified by using residual error model.The development trend of gear life is analyzed,the predicting accuracy is improved by introducing Markov optimization based on unbiased Grey GM(1,1)modification model.Comparing with the predicted value and the actual value,the predicting accuracy of gear life is improved from 87.06%to 90.09%.The result shows that the combined model has a better predicting precision and practicality within a period in the case of few data and poor information,it provides an available method for predicting the life of gear. |
format | Article |
id | doaj-art-711ccfd99c0e4fbeaa76ef030ca8b2b8 |
institution | Kabale University |
issn | 1004-2539 |
language | zho |
publishDate | 2015-01-01 |
publisher | Editorial Office of Journal of Mechanical Transmission |
record_format | Article |
series | Jixie chuandong |
spelling | doaj-art-711ccfd99c0e4fbeaa76ef030ca8b2b82025-01-10T14:10:09ZzhoEditorial Office of Journal of Mechanical TransmissionJixie chuandong1004-25392015-01-0139161829915412Prediction of Gear Life based on Unbiased Grey Markov Combined ModelDuan MingdeWei BaoleiYou YanweiFor the difficulty of predicting the life of gear,an unbiased Grey GM(1,1)model is established based on the original data,and it is modified by using residual error model.The development trend of gear life is analyzed,the predicting accuracy is improved by introducing Markov optimization based on unbiased Grey GM(1,1)modification model.Comparing with the predicted value and the actual value,the predicting accuracy of gear life is improved from 87.06%to 90.09%.The result shows that the combined model has a better predicting precision and practicality within a period in the case of few data and poor information,it provides an available method for predicting the life of gear.http://www.jxcd.net.cn/thesisDetails#10.16578/j.issn.1004.2539.2015.02.009Markov optimizationResidual errorGearLife prediction |
spellingShingle | Duan Mingde Wei Baolei You Yanwei Prediction of Gear Life based on Unbiased Grey Markov Combined Model Jixie chuandong Markov optimization Residual error Gear Life prediction |
title | Prediction of Gear Life based on Unbiased Grey Markov Combined Model |
title_full | Prediction of Gear Life based on Unbiased Grey Markov Combined Model |
title_fullStr | Prediction of Gear Life based on Unbiased Grey Markov Combined Model |
title_full_unstemmed | Prediction of Gear Life based on Unbiased Grey Markov Combined Model |
title_short | Prediction of Gear Life based on Unbiased Grey Markov Combined Model |
title_sort | prediction of gear life based on unbiased grey markov combined model |
topic | Markov optimization Residual error Gear Life prediction |
url | http://www.jxcd.net.cn/thesisDetails#10.16578/j.issn.1004.2539.2015.02.009 |
work_keys_str_mv | AT duanmingde predictionofgearlifebasedonunbiasedgreymarkovcombinedmodel AT weibaolei predictionofgearlifebasedonunbiasedgreymarkovcombinedmodel AT youyanwei predictionofgearlifebasedonunbiasedgreymarkovcombinedmodel |