A review on condition-based maintenance optimization models for stochastically deteriorating system
TL;DR: A review of CBM literature with emphasis on mathematical modeling and optimization approaches, and classifies the literature on CBM models based on the underlying deterioration processes, namely discrete- and continuous-state deterioration, and proportional hazard model.
About: This article is published in Reliability Engineering & System Safety.The article was published on 2017-01-01. It has received 510 citations till now. The article focuses on the topics: Condition-based maintenance & Preventive maintenance.
Citations
More filters
TL;DR: This paper reviews recent modeling developments of the Wiener-process-based methods for degradation data analysis and RUL estimation, as well as their applications in the field of prognostics and health management (PHM).
367 citations
TL;DR: A simulated annealing algorithm is used to solve the complicated optimisation problem where both multiple maintenance actions and stochastic quality model are taken into account and a comparison with deterministic maintenance shows the importance of considering the proposed stochastically quality in selective maintenance scheduling.
Abstract: Many systems are required to perform a series of missions with finite breaks between any two consecutive missions. To improve the probability of system successfully completing the next mission, mai...
230 citations
Cites background from "A review on condition-based mainten..."
...…a system is typically assumed to be restored to a certain condition by a maintenance action with deterministic quality (Nakagawa 1979; Pham and Wang 1996; Tsai, Wang, and Tsai 2004; Nodem, Gharbi, and Kenné 2011; Ben Mabrouk, Chelbi, and Radhoui 2016; Liu et al. 2016; Alaswad and Xiang 2017)....
[...]
TL;DR: This study reviews more than two hundred papers on maintenance modeling and optimization that have appeared in the period 2001 to 2018, and distinguishes single-unit and multi-unit systems.
207 citations
TL;DR: This paper addresses recent advances in PHM for advanced manufacturing paradigms to forecast health trends, avoid production breakdowns, reduce maintenance cost and achieve rapid decision-making.
187 citations
Cites background from "A review on condition-based mainten..."
...In recent years, some valuable review articles have been published to promote the PHM applications through different perspectives [4,108]....
[...]
TL;DR: The proposed Dual-LSTM framework achieves real-time high-precision RUL Prediction by connecting the change point detection and RUL prediction with the health index construction, introduces a novel one-dimension health index function and leverages historical information to achieve detection and prediction tasks.
145 citations
References
More filters
TL;DR: This paper attempts to summarise and review the recent research and developments in diagnostics and prognostics of mechanical systems implementing CBM with emphasis on models, algorithms and technologies for data processing and maintenance decision-making.
3,848 citations
TL;DR: This paper systematically reviews the recent modeling developments for estimating the RUL and focuses on statistical data driven approaches which rely only on available past observed data and statistical models.
1,667 citations
TL;DR: This survey summarizes, classifies, and compares various existing maintenance policies for both single-unit and multi-unit systems, with emphasis on single- unit systems.
1,507 citations
"A review on condition-based mainten..." refers background in this paper
...Wang (2002) reviews literature on maintenance policies for multi-component systems, with focus on PM rather than on CBM....
[...]
TL;DR: The application of gamma processes in maintenance is surveyed because gamma processes are well suited for modelling the temporal variability of deterioration, they have proven to be useful in determining optimal inspection and maintenance decisions.
1,136 citations
TL;DR: An overview of applications of maintenance optimization models published so far and the role of these models in maintenance is analyzed and the factors which may have hampered applications are discussed.
966 citations