Evaluation of Vehicle Component Maintenance and Care Strategy using The Reliability Centered Maintenance Method
Abstract
This study aims to evaluate the vehicle maintenance strategy at PT XYZ, an intercity bus operator (AKAP) managing a mixed fleet consisting of Hino RK, Hino RM, and Mercedes-Benz units, and to develop an optimized preventive maintenance schedule for critical wheel system components. A quantitative descriptive approach was applied using historical failure data from January 2024 to December 2025 which recorded 1,299 incidents. The Reliability Centered Maintenance (RCM) method was employed by integrating Pareto analysis for critical system identification, Failure Mode and Effects Analysis (FMEA) for risk prioritization, Logic Tree Analysis (LTA) for failure classification, and Mean Time Between Failure (MTBF) calculation to determine maintenance intervals. The wheel system was identified as the most critical system with a contribution of 403 failures or 31.02 percent. FMEA revealed that the Hino RK fleet carries the highest risk, with bearing and wheel hub reaching maximum RPN values of 512 and 504 respectively. Five components were classified as Safety Problems (Category A) and the wheel seal as a Hidden Failure (Category D). MTBF based intervals range from 59 days for the RK fleet tire to 2,693 days for the RK fleet rim, with tire inspection being the most frequent maintenance requirement across all fleet types. Implementation of an RCM based preventive maintenance regime using a Condition Directed (CD) strategy for five detectable components and a Time Directed (TD) strategy for the wheel seal offers a structured transition from the existing reactive system. The findings provide fleet specific maintenance schedules and cost estimates that support reduced unplanned downtime, improved safety compliance, and optimized maintenance expenditure for AKAP bus operators.
Keywords: Bus Maintenance, FMEA, Logic Tree Analysis, MTBF, Reliability Centered Maintenance
Full Text:
PDFReferences
C. Venter, “Transport Expenditure And Affordability: The Cost Of Being Mobile,” Dev. South. Afr., Vol. 28, No. 1, Pp. 121–140, Mar. 2011, Doi: 10.1080/0376835x.2011.545174.
Y. Wang Et Al., “Multi-Parametric Investigations On Aerodynamic Force, Aeroacoustic, And Engine Energy Utilizations Based Development Of Intercity Bus Associates With Various Drag Reduction Techniques Through Advanced Engineering Approaches,” Sustainability, Vol. 14, No. 10, P. 5948, May 2022, Doi: 10.3390/Su14105948.
A. Kilikevičius, T. Pravilonis, J. Matijošius, E. Sokolovskij, K. Kilikevičienė, And D. Vainorius, “The Impact Of Vibrations And Transport Systems On Human Comfort And Health: A Perspective On The Development Of Sustainable City Buses,” Sustainability, Vol. 17, No. 22, P. 10258, Nov. 2025, Doi: 10.3390/Su172210258.
M. Asyiruddin, N. A. Mahbubah, And A. W. Rizqi, “Menentukan Interval Waktu Penggantian Komponen Kritis Pada Mesin Forklift Menggunakan Metode Age Replacement,” Vol. 5, No. 1, 2024.
Republik Indonesia, “Peraturan Pemerintah Nomor 55 Tahun 2012 Tentang Kendaraan,” Jakarta, 2012.
H. Akridge, A. X. Tang, N. Martelaro, And S. E. Fox, “Punctuated And Prolonged: A Workers’ Inquiry Into Infrastructural Failures In Bus Transit,” Proc. Acm Hum. Comput. Interact., Vol. 9, No. 2, Pp. 1–25, May 2025, Doi: 10.1145/3710914.
J. P. Montero-Salgado, J. Muñoz-Sanz, B. Arenas-Ramírez, And C. Alén-Cordero, “Identification Of The Mechanical Failure Factors With Potential Influencing Road Accidents In Ecuador,” Int. J. Environ. Res. Public Health, Vol. 19, No. 13, P. 7787, Jun. 2022, Doi: 10.3390/Ijerph19137787.
Komite Nasional Keselamatan Transportasi, “Investigasi Kecelakaan Lalu Lintas Dan Angkutan Jalan: Kecelakaan Mobil Bus Trans Putera Fajar Di Subang, Jawa Barat, 11 Mei 2024,” Jakarta, May 2024. Accessed: May 03, 2026. [Online]. Available: Https://Knkt.Go.Id/Investigasi
Komite Nasional Keselamatan Transportasi, “Investigasi Kecelakaan Lalu Lintas Dan Angkutan Jalan: Mobil Bus Hino, Tol Sumo Km 712+400 A, Mojokerto, Jawa Timur, 16 Mei 2022,” Jakarta, May 2022. Accessed: May 03, 2026. [Online]. Available: Https://Knkt.Go.Id/Repo/Files/Laporan/Llaj/2022/Knkt.22.05.11.01-Final-Report.Pdf
W. Mahikul Et Al., “Factors Affecting Bus Accident Severity In Thailand: A Multinomial Logit Model,” Plos One, Vol. 17, No. 11, P. E0277318, Nov. 2022, Doi: 10.1371/Journal.Pone.0277318.
Z. Yu, A. Razzaq, A. Rehman, A. Shah, K. Jameel, And R. S. Mor, “Disruption In Global Supply Chain And Socio-Economic Shocks: A Lesson From Covid-19 For Sustainable Production And Consumption,” Operations Management Research, Vol. 15, No. 1–2, Pp. 233–248, Jun. 2022, Doi: 10.1007/S12063-021-00179-Y.
D. S. Thomas And B. Weiss, “Maintenance Costs And Advanced Maintenance Techniques: Survey And Analysis,” Int. J. Progn. Health Manag., Vol. 12, No. 1, Apr. 2021, Doi: 10.36001/Ijphm.2021.V12i1.2883.
Muhammad Syukur And Kafizh Rosyidi, “Efektivitas Maintenance Scheduling Terintegrasi Dengan Metode Reliability Centered Maintenance (Rcm) Di Upt. Industri Dan Produk Kayu Disperindag Provinsi Jawa Timur Di Kota Pasuruan,” Mes Management Journal, Vol. 4, No. 1, Jan. 2025, Doi: 10.56709/Mesman.V3i4.498.
H. Baharudin, D. Rizaldi, And M. R. El Atros, “Analisis Perawatan Mesin Bubut Cd6250c Dengan Metode Reliability Centered Maintenance (Rcm) Di Pt. Xyz,” Jurnal Teknik Mesin, Vol. 18, No. 1, Pp. 35–40, 2025.
J. Moubray, Reliability-Centered Maintenance. Butterworth-Heinemann, 1997.
J. Geisbush And S. T. Ariaratnam, “Reliability Centered Maintenance (Rcm): Literature Review Of Current Industry State Of Practice,” J. Qual. Maint. Eng., Vol. 29, No. 2, Pp. 313–337, Apr. 2023, Doi: 10.1108/Jqme-02-2021-0018.
M. Husein Habibi, A. Jibril, And P. Kelautan Dan Perikanan Sidoarjo, “Analisis Perhitungan Mean Time Between Failure (Mtbf) Dan Mean Time To Repair (Mttr) Mesin Cold Storage,” Jurnal Cendekia Ilmiah, Vol. 4, No. 4, 2025.
S. Gupta And A. Jain, “Analysis Of Integrated Preventive Maintenance And Machine Failure In Stochastic Flexible Job Shop Scheduling With Sequence-Dependent Setup Time,” Smart Science, Vol. 10, No. 3, Pp. 175–197, Jul. 2022, Doi: 10.1080/23080477.2021.1992823.
L. S. T. Lestari And P. J. Ginting, “Analisis Perawatan Mesin Dengan Menggunakan Metode Failure Modes And Effects Analysis (Fmea) (Studi Kasus: Pt. Bukit Barisan Transport),” Jurnal Teknologi Dan Manajemen Industri Terapan (Jtmit), Vol. 4, No. 3, Pp. 825–834, 2025.
H. Dzulyadain, E. Budiasih, And F. T. Dwi Atmaji, “Proposed Maintenance Policy Using Reliability Centered Maintenance (Rcm) Method With Fmeca Analysis: A Case Study Of Automotive Industry,” Iop Conf. Ser. Mater. Sci. Eng., Vol. 1034, No. 1, P. 012111, Feb. 2021, Doi: 10.1088/1757-899x/1034/1/012111.
M. P. Rosianto, H. Rarindo, M. Akhlis, R. Dan, And B. Wahyudi, “Metode Rcm Untuk Penjadwalan Perawatan Pada Kendaraan Rcm Method For Vehicle Maintenance Scheduling,” J. Teknol., Vol. 17, No. 2, P. 2023, 2023.
F. Muhammad, F. Suryani, T. Tamalika, R. A. N. Moulita, And D. D. Maryadi, “Aplikasi Failure Mode And Effect Analysis Dan Reliability Centered Maintenance Pada Preventive Maintenance Kendaraan Application Of Failure Mode And Effect Analysis And Reliability Centered Maintenance In Preventive Maintenance Of Vehicle,” Journal Of Industrial Engineering Tridinanti, Vol. 1, No. 2, Pp. 15–23, 2023, [Online]. Available: Http://Jietri.Univ-Tridinanti.Ac.Id
A. Sastriawan, “Penjadwalan Pemeliharaan Mesin Produksi Menggunakan Reliability Centered Maintenance,” Vol. 14, No. 1, Pp. 26–35, 2024.
Sugianto, E. Muthoriq, E. Pranoto, K. Arjuna, And S. Shofiah, “Reliability-Centered Maintenance (Rcm) Approach In Fleet Maintenance To Enhance Transportation Efficiency And Safety,” Jurnal Teknik Mesin Indonesia, Vol. 20, No. 1, Pp. 195–202, Apr. 2025, Doi: 10.36289/Jtmi.V20i1.878.
R. F. Da Silva, A. H. De A. Melani, M. A. De C. Michalski, And G. F. M. De Souza, “Reliability And Risk Centered Maintenance: A Novel Method For Supporting Maintenance Management,” Applied Sciences, Vol. 13, No. 19, P. 10605, Sep. 2023, Doi: 10.3390/App131910605.
I. Tseremoglou And B. F. Santos, “Condition-Based Maintenance Scheduling Of An Aircraft Fleet Under Partial Observability: A Deep Reinforcement Learning Approach,” Reliab. Eng. Syst. Saf., Vol. 241, P. 109582, Jan. 2024, Doi: 10.1016/J.Ress.2023.109582.
A. Cheng And Y. Bi, “An Integrated Data-Driven Framework For Vehicle Quality Analysis Based On Maintenance Record Mining And Bayesian Network,” International Journal Of Quality & Reliability Management, Vol. 42, No. 2, Pp. 377–400, Feb. 2025, Doi: 10.1108/Ijqrm-03-2023-0114.
M.-A. Filz, J. E. B. Langner, C. Herrmann, And S. Thiede, “Data-Driven Failure Mode And Effect Analysis (Fmea) To Enhance Maintenance Planning,” Comput. Ind., Vol. 129, P. 103451, Aug. 2021, Doi: 10.1016/J.Compind.2021.103451.
S. M. M. El-Awady, “Overview Of Failure Mode And Effects Analysis (Fmea): A Patient Safety Tool,” Global Journal On Quality And Safety In Healthcare, Vol. 6, No. 1, Pp. 24–26, Feb. 2023, Doi: 10.36401/Jqsh-23-X2.
Y. Liu And Y. Tang, “Managing Uncertainty Of Expert’s Assessment In Fmea With The Belief Divergence Measure,” Sci. Rep., Vol. 12, No. 1, P. 6812, Apr. 2022, Doi: 10.1038/S41598-022-10828-2.
Y. Yuan And Y. Tang, “Fusion Of Expert Uncertain Assessment In Fmea Based On The Negation Of Basic Probability Assignment And Evidence Distance,” Sci. Rep., Vol. 12, No. 1, P. 8424, May 2022, Doi: 10.1038/S41598-022-12360-9.
T. Ausberger, K. Kubicek, And P. Medvedcova, “Functionally-Equivalent Formalization And Automated Model Checking Of Function Block Diagrams,” Ieee Access, Vol. 13, Pp. 22197–22229, 2025, Doi: 10.1109/Access.2025.3535890.
J. Zhao And Z. Tao, “Toward Reliable Programmable Logic Controller Function Block Diagrams,” Ieee Access, Vol. 9, Pp. 166137–166146, 2021, Doi: 10.1109/Access.2021.3133630.
R. Nurfarizi And F. Nurul Azizah, “Analisis Kerusakan Mesin Pada Mobil Tangki Bahan Bakar Minyak Dengan Metode Fmea (Studi Kasus: Cv Amanda Jaya),” Jurnal Serambi Engineering, Vol. Viii, No. 2, Pp. 5409–5415, 2023.
T. Z. Zakaria, A. D. Juniarti, And B. S. Budi, “Analisis Pengendalian Kualitas Cacat Dimensi Pada Header Boiler Menggunakan Metode Fmea Dan Fta Di Pt. Ihi Power Service Indonesia (Ipsi),” Jurnal Intent: Jurnal Industri Dan Teknologi Terpadu, Vol. 6, No. 1, Pp. 24–36, Jun. 2023, Doi: 10.47080/Intent.V6i1.2618.
J. Wang, H. Liu, And T. Lin, “Optimal Rearrangement And Preventive Maintenance Policies For Heterogeneous Balanced Systems With Three Failure Modes,” Reliab. Eng. Syst. Saf., Vol. 238, P. 109429, Oct. 2023, Doi: 10.1016/J.Ress.2023.109429.
K. P. H. Sitinjak, A. M. Ibrahim, G. M. Putra, T. Mahlil, N. F. Januriyadi, And T. M. Rasyif, “Probabilistic Analysis Of The Tsunami Disaster On The Vulnerability Level Of Buildings In Painan City, West Sumatra Based On The Earthquake Ratio With The Logic Tree Method,” E3s Web Of Conferences, Vol. 447, P. 01010, Nov. 2023, Doi: 10.1051/E3sconf/202344701010.
DOI: http://dx.doi.org/10.24014/jti.v12i1.39532
Refbacks
- There are currently no refbacks.
Copyright (c) 2026 Fitria Arumning Sukma, Sugianto Sugianto

This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.
Jurnal Teknik Industri
P-ISSN 2460-898X | E-ISSN 2714-6235
Published by:
Industrial Engineering Department
Universitas Islam Negeri Sultan Syarif Kasim Riau, Indonesia
Office Address:
H.R. Soebrantas KM 15.5, Tampan, Pekanbaru, Riau, Indonesia 28293
email: jti.fst@uin-suska.ac.id
Indexed by:
JTI : Jurnal Teknik Industri under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.













