Abstract
This paper proposes a novel condition-based maintenance (CBM) model based on a discrete-time Markov chain. The model considers the system's degradation evolution over time and optimizes the preventive maintenance threshold and the time between inspections by minimizing the annual maintenance cost subject to a lower limit on the system's availability. The proposed approach considers various cost factors such as inspection costs, preventive maintenance costs, corrective maintenance costs, and downtime costs. The interior-point optimization method is used for the constrained nonlinear model. The model is applied to a case study from the process industry, and a cost and variability sensitivity analysis is performed. According to the findings, the proposed model effectively balances the trade-off between maintenance costs and system availability. In addition, the sensitivity analysis highlights the importance of accurate cost estimation and the role of key variables like inspection frequency and preventive maintenance threshold in determining the optimal maintenance policy.
| Original language | English |
|---|---|
| Title of host publication | 50th International Conference on Computers and Industrial Engineering, CIE 2023 |
| Subtitle of host publication | Sustainable Digital Transformation |
| Editors | Yasser Dessouky, Abdulrahim Shamayleh |
| Publisher | Computers and Industrial Engineering |
| Pages | 443-451 |
| Number of pages | 9 |
| ISBN (Electronic) | 9781713886952 |
| State | Published - 2023 |
| Event | 50th International Conference on Computers and Industrial Engineering: Sustainable Digital Transformation, CIE 2023 - Sharjah, United Arab Emirates Duration: 30 Oct 2023 → 2 Nov 2023 |
Publication series
| Name | Proceedings of International Conference on Computers and Industrial Engineering, CIE |
|---|---|
| Volume | 1 |
| ISSN (Electronic) | 2164-8689 |
Conference
| Conference | 50th International Conference on Computers and Industrial Engineering: Sustainable Digital Transformation, CIE 2023 |
|---|---|
| Country/Territory | United Arab Emirates |
| City | Sharjah |
| Period | 30/10/23 → 2/11/23 |
Bibliographical note
Publisher Copyright:© 2023 Computers and Industrial Engineering. All rights reserved.
Keywords
- Condition-based maintenance
- Gamma process
- Markov chains
- control limit policy
- optimization
- probabilistic modeling
ASJC Scopus subject areas
- General Computer Science
- Control and Systems Engineering
- Electrical and Electronic Engineering
- Industrial and Manufacturing Engineering
- Safety, Risk, Reliability and Quality
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