EN
Non-parametric analysis of maintenance data for Attitude Indicator of a commercial aircraft fleet
Abstract
Analysis of maintenance data for a repairable system provides information about the failure behavior of the system. Such information is needed for determining preventive maintenance and retirement policy for the system. Parametric and non-parametric models can be used for analysis. Parametric models require more assumptions about the failure process of the systems under consideration compared to non-parametric models. To verify these assumptions statistical expertise needed. The purpose of this paper is to show that in practice non-parametric estimator of mean cumulative function can be utilized easily to model the failure behavior of a fleet. Mean cumulative function estimates the mean number of failures as function of operating hours. The method is exemplified on the attitude indicator units of a commercial aircraft fleet. Sampling uncertainty of the estimates is quantified by normal approximation confidence intervals.
Keywords
References
- 1. Cha, J.H. and M. Finkelstein, Point Processes for Reliability Analysis: Shocks and Repairable Systems, in Point Processes for Reliability Analysis: Shocks and Repairable Systems. 2018, Springer: New York. p. 1-419.
- 2. Lawless, J., Statistical methods in reliability. Technometrics, 1983. 25(4): p. 305-316.
- 3. Nelson, W., Graphical analysis of system repair data. Journal of Quality Technology, 1988. 20(1): p. 24-35.
- 4. Trindade, D. and S. Nathan. Simple plots for monitoring the field reliability of repairable systems. in Annual Reliability and Maintainability Symposium, 2005. Proceedings. 2005. IEEE.
- 5. Block, J., et al., Fleet-level reliability analysis of repairable units: a non-parametric approach using the mean cumulative function. International Journal of Pedagogy, Innovation and New Technologies, 2013. 9(3): p. 333-344.
- 6. Trindade, D. and S. Nathan, Analysis of repairable systems with severe left censoring or truncation. Quality Engineering, 2018. 30(2): p. 329-338.
- 7. Rausand, M. and A. Høyland, System reliability theory: models, statistical methods, and applications. Vol. 396. 2003: John Wiley & Sons.
- 8. Cook, R.J. and J.F. Lawless, The statistical analysis of recurrent events. 2007: Springer.
Details
Primary Language
English
Subjects
Industrial Engineering
Journal Section
Research Article
Authors
Early Pub Date
August 27, 2023
Publication Date
August 15, 2023
Submission Date
October 4, 2022
Acceptance Date
May 30, 2023
Published in Issue
Year 2023 Volume: 7 Number: 2
APA
Kapan Ulusoy, S., & Şaşmaztürk, M. S. (2023). Non-parametric analysis of maintenance data for Attitude Indicator of a commercial aircraft fleet. International Advanced Researches and Engineering Journal, 7(2), 103-108. https://doi.org/10.35860/iarej.1184070
AMA
1.Kapan Ulusoy S, Şaşmaztürk MS. Non-parametric analysis of maintenance data for Attitude Indicator of a commercial aircraft fleet. Int. Adv. Res. Eng. J. 2023;7(2):103-108. doi:10.35860/iarej.1184070
Chicago
Kapan Ulusoy, Selda, and Mahmut Sami Şaşmaztürk. 2023. “Non-Parametric Analysis of Maintenance Data for Attitude Indicator of a Commercial Aircraft Fleet”. International Advanced Researches and Engineering Journal 7 (2): 103-8. https://doi.org/10.35860/iarej.1184070.
EndNote
Kapan Ulusoy S, Şaşmaztürk MS (August 1, 2023) Non-parametric analysis of maintenance data for Attitude Indicator of a commercial aircraft fleet. International Advanced Researches and Engineering Journal 7 2 103–108.
IEEE
[1]S. Kapan Ulusoy and M. S. Şaşmaztürk, “Non-parametric analysis of maintenance data for Attitude Indicator of a commercial aircraft fleet”, Int. Adv. Res. Eng. J., vol. 7, no. 2, pp. 103–108, Aug. 2023, doi: 10.35860/iarej.1184070.
ISNAD
Kapan Ulusoy, Selda - Şaşmaztürk, Mahmut Sami. “Non-Parametric Analysis of Maintenance Data for Attitude Indicator of a Commercial Aircraft Fleet”. International Advanced Researches and Engineering Journal 7/2 (August 1, 2023): 103-108. https://doi.org/10.35860/iarej.1184070.
JAMA
1.Kapan Ulusoy S, Şaşmaztürk MS. Non-parametric analysis of maintenance data for Attitude Indicator of a commercial aircraft fleet. Int. Adv. Res. Eng. J. 2023;7:103–108.
MLA
Kapan Ulusoy, Selda, and Mahmut Sami Şaşmaztürk. “Non-Parametric Analysis of Maintenance Data for Attitude Indicator of a Commercial Aircraft Fleet”. International Advanced Researches and Engineering Journal, vol. 7, no. 2, Aug. 2023, pp. 103-8, doi:10.35860/iarej.1184070.
Vancouver
1.Selda Kapan Ulusoy, Mahmut Sami Şaşmaztürk. Non-parametric analysis of maintenance data for Attitude Indicator of a commercial aircraft fleet. Int. Adv. Res. Eng. J. 2023 Aug. 1;7(2):103-8. doi:10.35860/iarej.1184070
