Reliability Modeling and Evaluation for Complex Systems Subject to New Dependent Competing Failure Process
The objective of this study is to construct some system-level reliability models subject to new dependent competing failure process of the soft failure process and hard failure process. In those complex system-level models, the soft failure caused by continuous degradation and sudden degradation inc...
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Published in | Mathematical problems in engineering Vol. 2022; pp. 1 - 17 |
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Main Authors | , |
Format | Journal Article |
Language | English |
Published |
New York
Hindawi
10.08.2022
John Wiley & Sons, Inc |
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Abstract | The objective of this study is to construct some system-level reliability models subject to new dependent competing failure process of the soft failure process and hard failure process. In those complex system-level models, the soft failure caused by continuous degradation and sudden degradation increases by random shocks and hard failure due to the same shock process; in addition, the bidirectional effects between natural degradation and random shock are considered in this study; in other words, the random shock can bring additional degradation, and the natural degradation may also impact the shock process. Therefore, the soft failure process and hard failure process are dependent. By using the cumulative shock model and Gaussian stochastic degradation process with line mean value and line standard deviation, five types of reliability models were established: (1) single component model; (2) series system model; (3) parallel system model; (4) series-parallel system model; and (5) parallel-series system model. Finally, an example of fatigue crack growth dataset is taken to verify the effectiveness of the established model and method, and some sensitivity analyses are given. The results show that the bidirectional effects can significantly accelerate the system failure, and the impact of natural degradation process to random shocks should not be ignored. In addition, the results also show that random shock and failure threshold have significant effects on the different complex systems. |
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AbstractList | The objective of this study is to construct some system-level reliability models subject to new dependent competing failure process of the soft failure process and hard failure process. In those complex system-level models, the soft failure caused by continuous degradation and sudden degradation increases by random shocks and hard failure due to the same shock process; in addition, the bidirectional effects between natural degradation and random shock are considered in this study; in other words, the random shock can bring additional degradation, and the natural degradation may also impact the shock process. Therefore, the soft failure process and hard failure process are dependent. By using the cumulative shock model and Gaussian stochastic degradation process with line mean value and line standard deviation, five types of reliability models were established: (1) single component model; (2) series system model; (3) parallel system model; (4) series-parallel system model; and (5) parallel-series system model. Finally, an example of fatigue crack growth dataset is taken to verify the effectiveness of the established model and method, and some sensitivity analyses are given. The results show that the bidirectional effects can significantly accelerate the system failure, and the impact of natural degradation process to random shocks should not be ignored. In addition, the results also show that random shock and failure threshold have significant effects on the different complex systems. |
Author | Li, Chunping Hao, Huibing |
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Cites_doi | 10.3390/s18082714 10.1109/tr.2006.879661 10.1155/2020/9206239 10.1155/2013/628792 10.1109/tr.2005.847278 10.1016/j.ejor.2009.06.008 10.1177/1748006x14565842 10.2307/3318501 10.1016/j.apm.2021.01.009 10.1080/0740817x.2013.812270 10.1109/tr.2014.2299693 10.1115/1.4048035 10.3390/ijerph18020373 10.1016/j.cie.2016.12.035 10.1061/(asce)mt.1943-5533.0002225 10.1016/j.jspi.2008.05.027 10.1007/s13198-011-0055-8 10.1109/access.2019.2953483 10.1109/tr.2004.823847 10.1109/tr.2012.2221016 10.1016/j.ress.2018.12.011 10.1080/0740817x.2016.1140922 10.1109/tr.2011.2167779 10.2514/1.j060664 10.1109/tr.2011.2170254 10.3901/JME.2019.18.180 10.1016/j.apm.2018.07.039 10.1080/0740817x.2010.491502 10.1109/tr.2002.802891 |
ContentType | Journal Article |
Copyright | Copyright © 2022 Huibing Hao and Chunping Li. Copyright © 2022 Huibing Hao and Chunping Li. This is an open access article distributed under the Creative Commons Attribution License (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. https://creativecommons.org/licenses/by/4.0 |
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SubjectTerms | Competition Complex systems Component reliability Crack propagation Degradation Engineering Failure Fatigue failure Fracture mechanics Gaussian process Normal distribution Reliability analysis |
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Title | Reliability Modeling and Evaluation for Complex Systems Subject to New Dependent Competing Failure Process |
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