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Development and Optimization of Maintenance Using the Monte Carlo Method

Publish Year: 1403
Type: Journal paper
Language: English
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Document National Code:

JR_IJIEPR-35-3_011

Index date: 23 September 2024

Development and Optimization of Maintenance Using the Monte Carlo Method abstract

Maintenance plan efficacy traditionally prioritizes long-term predicted maintenance cost rates, emphasizing performance-centric approaches. However, such criteria often neglect the fluctuation in maintenance costs over renewal cycles, posing challenges from a risk management perspective. This study challenges conventional solutions by integrating both performance and robustness considerations to offer more suitable maintenance options. The study evaluates two representative maintenance approaches: a block replacement strategy and a periodic inspection and replacement strategy. It introduces novel metrics to assess these approaches, including long-term expected maintenance cost rate as a performance metric and variance of maintenance cost per renewal cycle as a robustness metric. Mathematical models based on the homogeneous Gamma degradation process and probability theory are employed to quantify these strategies. Comparative analysis reveals that while higher-performing strategies may demonstrate cost efficiency over the long term, they also entail greater risk due to potential cost variability across renewal cycles. The study underscores the necessity for a comprehensive evaluation that balances performance and resilience in maintenance decision-making. By leveraging the Monte Carlo Method, this research offers a critical appraisal of maintenance strategies, aiming to enhance decision-making frameworks with insights that integrate performance and robustness considerations.

Development and Optimization of Maintenance Using the Monte Carlo Method Keywords:

Maintenance Planning , Robustness , Block Replacement Strategy , Periodic Inspection And Replacement Strategy , Monte Carlo Method.

Development and Optimization of Maintenance Using the Monte Carlo Method authors

khamiss cheikh

۱. Department of Mechanical Engineering, Energetic team,Mechanical and Industrial Systems (EMISys), Mohammadia School of Engineers, Mohammed V University, Rabat, Morocco.

EL Mostapha Boudi

Department of Mechanical Engineering, Energetic team,Mechanical and Industrial Systems (EMISys), Mohammadia School of Engineers, Mohammed V University, Rabat, Morocco.

Hamza Mokhliss

Department of Mechanical Engineering, Energetic team,Mechanical and Industrial Systems (EMISys), Mohammadia School of Engineers, Mohammed V University, Rabat, Morocco.

Rabi Rabi

Department of Physics (LPM-ERM), Faculty of Sciences and Techniques, Sultan Moulay Sliman University, B.P.۵۲۳, ۲۳۰۰۰ Beni-Mellal, Morocco.

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