AN APPROACH TO RELIABILITY ANALYSIS OF AIRCRAFT SYSTEMS FOR A SMALL DATASET
Data-driven predictive aircraft maintenance approach typically results in lower maintenance costs, avoiding unnecessary preventive maintenance actions and reducing unexpected failures. Information provided by a reliability analysis of aircraft components and systems can improve an existing maintenan...
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| Format: | Article |
| Language: | English |
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Silesian University of Technology
2023-03-01
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| Series: | Scientific Journal of Silesian University of Technology. Series Transport |
| Subjects: | |
| Online Access: | https://sjsutst.polsl.pl/archives/2023/vol118/207_SJSUTST118_2023_Okoro_Zaliskyi_Serhii_Abule.pdf |
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| _version_ | 1850088781308231680 |
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| author | Onyedikachi Chioma OKORO Maksym ZALISKYI Dmytriiev SERHII Ibinabo ABULE |
| author_facet | Onyedikachi Chioma OKORO Maksym ZALISKYI Dmytriiev SERHII Ibinabo ABULE |
| author_sort | Onyedikachi Chioma OKORO |
| collection | DOAJ |
| description | Data-driven predictive aircraft maintenance approach typically results in lower maintenance costs, avoiding unnecessary preventive maintenance actions and reducing unexpected failures. Information provided by a reliability analysis of aircraft components and systems can improve an existing maintenance strategy and ensure an optimal maintenance task interval. For reliability work, the exponential distribution is typically used; however, this approach requires substantial amounts of data, which often may not be generated by aviation operations. Therefore, this study proposes a method for reliability analysis given a small dataset. Real-life historical data of an aircraft operating in Nigeria validate the proposed approach and prove its applicability. |
| format | Article |
| id | doaj-art-74be2e43b2cb44a6b15d503b6a112d2c |
| institution | DOAJ |
| issn | 0209-3324 2450-1549 |
| language | English |
| publishDate | 2023-03-01 |
| publisher | Silesian University of Technology |
| record_format | Article |
| series | Scientific Journal of Silesian University of Technology. Series Transport |
| spelling | doaj-art-74be2e43b2cb44a6b15d503b6a112d2c2025-08-20T02:42:57ZengSilesian University of TechnologyScientific Journal of Silesian University of Technology. Series Transport0209-33242450-15492023-03-0111820721710.20858/sjsutst.2023.118.14AN APPROACH TO RELIABILITY ANALYSIS OF AIRCRAFT SYSTEMS FOR A SMALL DATASETOnyedikachi Chioma OKOROMaksym ZALISKYIDmytriiev SERHIIIbinabo ABULEData-driven predictive aircraft maintenance approach typically results in lower maintenance costs, avoiding unnecessary preventive maintenance actions and reducing unexpected failures. Information provided by a reliability analysis of aircraft components and systems can improve an existing maintenance strategy and ensure an optimal maintenance task interval. For reliability work, the exponential distribution is typically used; however, this approach requires substantial amounts of data, which often may not be generated by aviation operations. Therefore, this study proposes a method for reliability analysis given a small dataset. Real-life historical data of an aircraft operating in Nigeria validate the proposed approach and prove its applicability.https://sjsutst.polsl.pl/archives/2023/vol118/207_SJSUTST118_2023_Okoro_Zaliskyi_Serhii_Abule.pdfaircraft maintenancereliabilitysmall datasetaircraft systems |
| spellingShingle | Onyedikachi Chioma OKORO Maksym ZALISKYI Dmytriiev SERHII Ibinabo ABULE AN APPROACH TO RELIABILITY ANALYSIS OF AIRCRAFT SYSTEMS FOR A SMALL DATASET Scientific Journal of Silesian University of Technology. Series Transport aircraft maintenance reliability small dataset aircraft systems |
| title | AN APPROACH TO RELIABILITY ANALYSIS OF AIRCRAFT SYSTEMS FOR A SMALL DATASET |
| title_full | AN APPROACH TO RELIABILITY ANALYSIS OF AIRCRAFT SYSTEMS FOR A SMALL DATASET |
| title_fullStr | AN APPROACH TO RELIABILITY ANALYSIS OF AIRCRAFT SYSTEMS FOR A SMALL DATASET |
| title_full_unstemmed | AN APPROACH TO RELIABILITY ANALYSIS OF AIRCRAFT SYSTEMS FOR A SMALL DATASET |
| title_short | AN APPROACH TO RELIABILITY ANALYSIS OF AIRCRAFT SYSTEMS FOR A SMALL DATASET |
| title_sort | approach to reliability analysis of aircraft systems for a small dataset |
| topic | aircraft maintenance reliability small dataset aircraft systems |
| url | https://sjsutst.polsl.pl/archives/2023/vol118/207_SJSUTST118_2023_Okoro_Zaliskyi_Serhii_Abule.pdf |
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