2021
DOI: 10.3390/e23030348
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Maximum Entropy Approach to Reliability of Multi-Component Systems with Non-Repairable or Repairable Components

Abstract: The degradation and recovery processes are multi-scale phenomena in many physical, engineering, biological, and social systems, and determine the aging of the entire system. Therefore, understanding the interplay between the two processes at the component level is the key to evaluate the reliability of the system. Based on the principle of maximum entropy, an approach is proposed to model and infer the processes at the component level, and is applied to repairable and non-repairable systems. By incorporating t… Show more

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Cited by 7 publications
(4 citation statements)
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References 32 publications
(42 reference statements)
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“…Due to the limit on currently accessible data, the verification of the developed model using other PBMs will be investigated in the future. The current modeling adopts a deterministic approach, and a probabilistic approach can also be employed for reliability analysis [ 46 , 47 , 48 ].…”
Section: Discussionmentioning
confidence: 99%
“…Due to the limit on currently accessible data, the verification of the developed model using other PBMs will be investigated in the future. The current modeling adopts a deterministic approach, and a probabilistic approach can also be employed for reliability analysis [ 46 , 47 , 48 ].…”
Section: Discussionmentioning
confidence: 99%
“…Zhong et al studied the philosophical idea of failure science based on the practice of material fatigue and electrical and mechanical systems, and proposed the concept of "failurology", which means a science for failure [61,62]. In recent years, Sun has claimed that the theoretical basis of reliability analysis may require the assistance of the "applied theoretical physics" [63], and his team tried to interpret some reliability concepts such as time-variant hazard functions using the maximal entropy principle of statistical mechanics [64,65]. Unfortunately, all the above explorations did not result in a complete scientific theory system for reliability engineering till now.…”
Section: Posbist Reliability (Fuzzy Theory)mentioning
confidence: 99%
“…We direct the reader to chapter 13 of Kapur (1998) for early applications of the standard method of maximum entropy to the discrete transportation problem. For more recent references to applications to a variety of problems in different fields, consider Abbas (2006), Larralde (2012), Zeibart et al (2013), Nguyen, Kreinovich, and Wu (2014), Lukits (2015), Salimi and Abbas (2017), Cuzzolin (2018), Lou and Cukier (2020), and Du, Chen, Guan, and Sun (2021). For applications to a related problem, namely, the determination of the copula underlying a joint distribution, consider Piantadosi et al (2012), AgaKouchak (2014), Borwein and Howlett (2019), Guo et al (2017), Fossaluzza et al (2018), and Yang, Li, and Y.P.and Huanga, G.H.…”
Section: Introductionmentioning
confidence: 99%