Adoption of prescriptive analytics for naval vessels risk-based maintenance:A conceptual framework
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 b...
Saved in:
| Main Authors: | , |
|---|---|
| Format: | Article |
| Published: |
Elsevier Ltd
2023
|
| Online Access: | http://scholars.utp.edu.my/id/eprint/37545/ https://www.scopus.com/inward/record.uri?eid=2-s2.0-85152462828&doi=10.1016%2fj.oceaneng.2023.114409&partnerID=40&md5=3d34018dd6268d5d4adc5c3ecba8ddba |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| id |
oai:scholars.utp.edu.my:37545 |
|---|---|
| record_format |
eprints |
| spelling |
oai:scholars.utp.edu.my:375452023-10-04T13:31:57Z http://scholars.utp.edu.my/id/eprint/37545/ Adoption of prescriptive analytics for naval vessels risk-based maintenance:A conceptual framework Mat Esa, M.A. Muhammad, M. 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 Naval Vessels Risk-based Maintenance as well as its framework, and it has not been applied extensively in naval vessel maintenance application which is peculiar compared to its application in 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. © 2023 Elsevier Ltd Elsevier Ltd 2023 Article NonPeerReviewed Mat Esa, M.A. and Muhammad, M. (2023) Adoption of prescriptive analytics for naval vessels risk-based maintenance:A conceptual framework. Ocean Engineering, 278. ISSN 00298018 https://www.scopus.com/inward/record.uri?eid=2-s2.0-85152462828&doi=10.1016%2fj.oceaneng.2023.114409&partnerID=40&md5=3d34018dd6268d5d4adc5c3ecba8ddba 10.1016/j.oceaneng.2023.114409 10.1016/j.oceaneng.2023.114409 10.1016/j.oceaneng.2023.114409 |
| institution |
Universiti Teknologi Petronas |
| building |
UTP Resource Centre |
| collection |
Institutional Repository |
| continent |
Asia |
| country |
Malaysia |
| content_provider |
Universiti Teknologi Petronas |
| content_source |
UTP Institutional Repository |
| url_provider |
http://eprints.utp.edu.my/ |
| description |
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 Naval Vessels Risk-based Maintenance as well as its framework, and it has not been applied extensively in naval vessel maintenance application which is peculiar compared to its application in 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. © 2023 Elsevier Ltd |
| format |
Article |
| author |
Mat Esa, M.A. Muhammad, M. |
| spellingShingle |
Mat Esa, M.A. Muhammad, M. Adoption of prescriptive analytics for naval vessels risk-based maintenance:A conceptual framework |
| author_facet |
Mat Esa, M.A. Muhammad, M. |
| author_sort |
Mat Esa, M.A. |
| title |
Adoption of prescriptive analytics for naval vessels risk-based maintenance:A conceptual framework |
| title_short |
Adoption of prescriptive analytics for naval vessels risk-based maintenance:A conceptual framework |
| title_full |
Adoption of prescriptive analytics for naval vessels risk-based maintenance:A conceptual framework |
| title_fullStr |
Adoption of prescriptive analytics for naval vessels risk-based maintenance:A conceptual framework |
| title_full_unstemmed |
Adoption of prescriptive analytics for naval vessels risk-based maintenance:A conceptual framework |
| title_sort |
adoption of prescriptive analytics for naval vessels risk-based maintenance:a conceptual framework |
| publisher |
Elsevier Ltd |
| publishDate |
2023 |
| url |
http://scholars.utp.edu.my/id/eprint/37545/ https://www.scopus.com/inward/record.uri?eid=2-s2.0-85152462828&doi=10.1016%2fj.oceaneng.2023.114409&partnerID=40&md5=3d34018dd6268d5d4adc5c3ecba8ddba |
| _version_ |
1779441399894114304 |
| score |
13.211869 |