Prescriptive analytics is a novel maintenance approach by recommending the maintainer, the right maintenance action at the right time through prioritization of maintenance based on the risk. It assists in improving the existing preventive maintenance approach by offering a dynamic maintenance plan based on risk or Risk-based Maintenance Scheduling. To date, there is no clear definition of Risk-based Maintenance as well as its framework, and it has not been applied extensively in naval vessel maintenance application which is unusual compared to plant maintenance. This paper reviews Risk-based Maintenance application in industries in an approach to develop prescriptive analytics for a comprehensive and dynamic naval vessels Risk-based Maintenance decision-making framework. It aims to establish an optimal maintenance scheduling to improve naval vessels availability and reduce maintenance costs while meeting stakeholders’ expectations. Objectives and considerations are also defined for peculiarities application of naval vessels. The framework is then evaluated to improve the effectiveness of the current Preventive Maintenance practice and the inconsistency of the existing maintenance decision-making model using the expert judgement in Reliability Centered Maintenance.
A Comprehensive Review of Prescriptive Analytics for Naval Vessels Risk-Based Maintenance Decision-Making
Lect.Notes Mechanical Engineering
04.10.2022
13 pages
Aufsatz/Kapitel (Buch)
Elektronische Ressource
Englisch
Prescriptive Analytics for Dynamic Risk-Based Naval Vessel Maintenance Decision-Making
Springer Verlag | 2024
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