Implementation of Reliability Centered Maintenance (RCM) with Fuzzy Logic in Eliminating Off-Hangar Maintenance on Narrow Body Aircraft
DOI:
https://doi.org/10.24853/jurtek.16.1.137-152Keywords:
Aircraft, Maintenance, Airlines, RCM, Fuzzy-FMEAAbstract
Aircraft maintenance in remote locations is a prevalent challenge for local airlines in Indonesia, leading to diminished productivity and efficiency in the maintenance division. This issue is substantiated by a significant incidence rate of 36% annually, as reported by a national airline. The current solution needed is the improvement of the Maintenance System to eliminate off-hangar maintenance for Narrow Body aircraft in the national aviation service industry. This study aims to identify the causal factors of aircraft requiring maintenance when located outside the primary maintenance facilities and to reduce these occurrences. The Reliability Centered Maintenance (RCM) method is employed to determine the most effective maintenance approach based on system and equipment reliability, and the fuzzy logic method in FMEA is utilized to address ambiguity and uncertainty in risk assessment. Primary data were obtained from Focus Group Discussions (FGD) with experts working in the airline industry. Secondary data were collected from all aircraft experiencing breakdowns outside the main hangar. The findings reveal that the primary factor for maintenance outside the main facilities is the current maintenance policy of Finding Failure (FF), which leads to unpredictable maintenance activities, resulting in damage outside the main facility areas (Batam, Cengkareng, and Surabaya). Incidents of maintenance outside the main facilities can be eliminated by shifting the policy to Time Directed (TD), enabling the company to reduce costs from an initial IDR 342,681,011,118.60 to IDR 70,370,514,198.60, achieving a cost saving of 79.47%.Downloads
References
K. G. Debbage, E. A. Silva, and H. Xiao, “Air transport and international trade: Global patterns, trends and challenges,” J Air Transp Manag, vol. 97, 2021, doi: 10.1016/j.jairtraman.2021.101959.
IATA, “Annual Review 2020,” International Air Transport Association. [Online]. Available: https://www.iata.org/en/publications/annual-review/
X. Liu, “Research on the Diffusion Model of Passenger Mass Emergencies under Flight Delay Situation,” in IOP Conference Series: Materials Science and Engineering, Institute of Physics Publishing, Nov. 2018. doi: 10.1088/1757-899X/423/1/012110.
Mustikasari, A. Wardhana, L. Mafrudoh, R. Dian Octaviani, and N. Indah Susanthi, “The Operational Delay With on Time Performance Terminal 3 Soekarno Hatta Airport (Case Study of PT Garuda Indonesia),” in Advances in Transportation and Logistics Research, 2018, pp. 975–985. doi: 10.25292/atlr.v1i1.95.
Aviation Safety Network, “Aviation Safety Network releases 2019 airliner accident statistics.” [Online]. Available: https://aviation-safety.net/press/2020/asn_pr_20200101.shtml
A. O. Alawode, A. R. Adetunji, and E. T. Akinlabi, “Application of Reliability-Centered Maintenance to Improve Maintenance Management in a Beverage Industry,” Journal of Manufacturing Technology Management, vol. 32, no. 2, pp. 423–441, 2021, doi: 10.1108/JMTM-05-2020-0151.
L. M. Ferreira, C. G. Soares, and E. Zio, “A comprehensive review on Reliability Centered Maintenance: Concepts, applications, and research directions,” J Loss Prev Process Ind, vol. 71, pp. 1–19, 2021.
M. M. Bellinello, M. A. C. Michalski, A. H. A. Melani, A. C. Netto, C. A. Murad, and G. F. M. Souza, “PAL-VMEA: A novel method for enhancing decision-making consistency in maintenance management,” Applied Sciences (Switzerland), vol. 10, no. 22, pp. 1–26, Nov. 2020, doi: 10.3390/app10228040.
I. Nicolin and B. A. Nicolin, “Failure Mode and Effect Analysis for a military nose landing gear project,” INCAS Bulletin, vol. 13, no. 4, pp. 205–212, 2021, doi: 10.13111/2066-8201.2021.13.4.17.
J. Stodola and J. Furch, “Reliable design: Basic approach,” in MATEC Web of Conferences, EDP Sciences, Sep. 2018. doi: 10.1051/matecconf/201819802006.
R. D. Palmer, Maintenance Planning and Scheduling Handbook, 2nd ed. New York: McGraw-Hill, 2006. doi: 10.1036/0071457666.
N. Kotkunde, M. Chauhan, and K. Chetti, “Fmea Analysis on Offshore Wind Turbines Using Fuzzy Multimooramethod,” IOP Conf Ser Mater Sci Eng, vol. 1123, no. 1, p. 012018, Apr. 2021, doi: 10.1088/1757-899x/1123/1/012018.
X. Chen, J. Xu, Z. Wang, and X. Xu, “An integrated Fuzzy FMEA approach for risk assessment of offshore wind turbine systems considering dependent failure modes.,” Renew Energy, vol. 174, pp. 1226–1240, 2021, doi: 10.1016/j.renene.2021.08.037.
J. Moubray, Reliability-centered maintenance. New York: Industrial Press, 2015.
F. Tatas, D. Atmaji, A. Annida Noviyanti, and W. Juliani, “Implementation of Maintenance Scenario for Critical Subsystem in Aircraft Engine Case Study: NTP CT7 Engine,” International Journal of Innovation in Enterprise System, vol. 2, no. 01, pp. 50–59, 2018, doi: 10.25124/ijies.v1i01.85.
M. I. Syafei and E. Suhendar, “Machine Maintenance Planning with Reliability Centered Maintenance (RCM) and Maintenance Value Stream Map (MVSM) Approaches (Case Study: PT. Nusa Indah Jaya),” Integrasi Jurnal Ilmiah Teknik Industri, vol. 7, no. 2, 2022, doi: 10.32502/js.v8i1.
F. Dinmohammadi and M. Shafiee, “A Fuzzy-FMEA Risk Assessment Approach for Offshore Wind Turbines,” Int J Progn Health Manag, pp. 13–23, 2013, doi: 10.1201/b15938-320.
H. He, Y. Jiang, Y. Chen, and Y. Han, “An Intelligent Maintenance Decision-Making Framework for Equipment Condition-Based Maintenance,” Sustainability, vol. 13, no. 7, pp. 4149–4164, 2021, doi: 10.3390/su13074149.
A. A. Alfi, M. A. Razzak, and S. Islam, “Performance analysis of a redundant system with inspection and repair,” Alexandria Engineering Journal, vol. 56, no. 1, pp. 93–102, 2017, doi: 10.1016/j.aej.2016.11.003.
C. E. Ebeling, An Introduction To Reliability and Maintainability Engineering. New York: McGraw-Hill, 1997.
J. Moubray, Reliability Centered Maintenance II. New York: Industrial Press Inc, 1997.
M. Fahrurroji et al., “Usulan Perencanaan Perawatan Dengan Menggunakan Metode Reliability Centred Maintenance (RCM) di PT. Djabesmen,” Jurnal Industry Xplore, vol. 6, no. 2, 2021, doi: 10.36805/teknikindustri.v6i2.1458.
J. Balaraju, M. Govinda Raj, and C. S. Murthy, “Fuzzy-FMEA risk evaluation approach for LHD machine-A case study,” Journal of Sustainable Mining, vol. 18, no. 4, pp. 257–268, Nov. 2019, doi: 10.1016/j.jsm.2019.08.002.
D. S. Dhamayanti, J. Alhilman, and N. Athari, “Usulan Preventive Maintenance pada Mesin Komori Ls440 dengan Menggunakan Metode Reliability Centered Maintenance (RCM II) dan Risk Based Maintenance (RBM) di PT ABC,” Jurnal Rekayasa Sistem & Industri, vol. 3, no. 2, 2016, doi: 10.25124/jrsi.v3i02.29.
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