Integrasi Analisis Reliability Dan Availability Dalam Penentuan Interval Perawatan Optimal Excavator

Faisal Rahman, Firda Herlina, Ice Trianiza, Saifullah Arief

Abstract


Effective maintenance is an essential factor in ensuring the reliability and availability of equipment, especially for heavy equipment that operates intensively. This study aims to optimize the maintenance interval of excavator units by considering the value of reliability against time, to obtain a balance between reducing the risk of failure and maximizing operational availability. Historical data of time between failures (TBF) and time to repair (TTR) were collected from a PC 200 excavator unit operating in a coal mine in South Kalimantan from January 2024 to June 2025. Initial analysis was carried out using a Pareto diagram to identify critical systems, followed by failure mode and effect analysis (FMEA) to determine repair priorities. TBF and TTR modeling were tested with four probability distributions (Normal, Lognormal, Weibull, and Exponential) using the Anderson–Darling goodness-of-fit test, with the result that both data follow a Lognormal distribution. Distribution parameters were used to calculate mean time between failures (MTBF), mean time to repair (MTTR), the reliability function R(t), and availability. The results show an increase in availability from 96.15% to 96.59% after implementing the selected distribution, as well as a decrease in MTTR from 11.21 hours to 9.92 hours. Analysis of the relationship between reliability and availability resulted in an optimal maintenance interval in the range of 230–245 hours, when reliability remains above 90% and availability is around 96%.

Keywords


Availability, Reliability, Optimal Maintenance Interval, Excavator.

Full Text:

PDF

References


S. Singh, J. S. Khamba, and D. Singh, “Analysis and directions of OEE and its integration with different strategic tools,” Proc. Inst. Mech. Eng. Part E J. Process Mech. Eng., vol. 235, no. 2, pp. 594–605, 2020, doi: 10.1177/0954408920952624.

Z. Yang, J. Li, C. Chen, J. He, H. Tian, and L. Yu, “A study on overall line efficiency (OLE) centered production line maintenance prioritization considering equipment operational reliability,” Int. J. Adv. Manuf. Technol., vol. 124, no. 11–12, pp. 3783–3794, 2023, doi: 10.1007/s00170-021-07547-9.

O. Golbasi and M. O. Turan, “A discrete-event simulation algorithm for the optimization of multi-scenario maintenance policies,” Comput. Ind. Eng., vol. 145, no. May, p. 106514, 2020, doi: 10.1016/j.cie.2020.106514.

R. Jafarpisheh, M. Karbasian, and M. Asadpour, “A hybrid reliability-centered maintenance approach for mining transportation machines: a real case in Esfahan,” Int. J. Qual. Reliab. Manag., vol. 3, no. 7, pp. 1550–1575, 2021, doi: https://doi.org/10.1108/IJQRM-09-2020-0309.

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, 2023, doi: https://doi.org/10.1108/JQME-02-2021-0018.

X. Yang, Y. He, D. Zhou, and X. Zheng, “Mission reliability–centered maintenance approach based on quality stochastic flow network for multistate manufacturing systems,” Eksploat. i Niezawodn., vol. 24, no. 3, pp. 455–467, 2022, doi: 10.17531/ein.2022.3.7.

M. W. Al Fayad, W. Nugraha, A. dani Prayoga, R. Mickola, and Y. Prastyo, “Analisis Perawatan Mesin dengan Metode Reliability Centered Maintenance (RCM) terhadap Mesin Punch Hidrolik pada Perusahaan accecoris part untuk Tower Jaringan,” Glob. J. Lentera BITEP, vol. 2, no. 06, pp. 226–232, 2024, doi: 10.59422/global.v2i06.667.

H. Azhari, J. G. Ganap, and F. A. Nisah, “Analisis Perawatan Mesin Kapal dengan Metode Reliability Centered Maintenance (RCM) di PT Jasa Armada Indonesia Tbk,” INDUSTRIKA, vol. 8, no. 2, pp. 407–417, 2024, doi: 10.37090/indstrk.v8i2.1261.

I. I. Siagian, P. J. Ginting, and A. C. Sembiring, “Analisis Perawatan Mesin Kritis Menggunakan Metode Reliability Centered Maintenance di Manufaktur Kelapa Sawit,” JURITI PRIMA (Junal Ilm. Tek. Ind. Prima), vol. 7, no. 2, pp. 44–52, 2024, doi: https://doi.org/10.34012/juritiprima.v7i2.5554.

Y. Saputra, M. Widyantoro, and R. I. Rosihan, “Perencanaan Perawatan Mesin dengan Metode Reliability Centered Maintenance dan Age Replacement,” J. Mekanova Mek. Inov. dan Teknol., vol. 10, no. 2, pp. 390–400, 2024, doi: https://doi.org/10.35308/jmkn.v10i2.10429.

F. A. Prayoga and C. Yazirin, “Analisis Penyebab Turunnya Roll Impression dengan Metode FMECA Pada Mesin Flexo di PT. X, Tbk,” J. Ind. Eng. Technol. Innov., vol. 02, no. 02, pp. 78–89, 2024, doi: https://doi.org/10.61105/jieti.v2i2.192.

Y. H. Haerudin, W. Jamaludin, S. Suhartini, and Jaenudin, “Analisis Perawatan Mesin Dengan Metode Reliability Centered Maintenance (RCM) Terhadap Mesin Air Jet Loom (AJL),” J. Teknol., vol. 15, no. 1, pp. 727–739, 2025, [Online]. Available: https://doi.org/10.51132/teknologika.v15i1.459

I. Minitab, “MINITAB [Internet].” Accessed: Jan. 26, 2022. [Online]. Available: http://www.minitab.com/en-US/products/minitab/

M. Bulut and E. Özcan, “A new approach to determine maintenance periods of the most critical hydroelectric power plant equipment,” Reliab. Eng. Syst. Saf., vol. 205, no. September 2020, p. 107238, 2021, doi: 10.1016/j.ress.2020.107238.

P. Marinho, D. Pimentel, R. Casais, F. J. G. Silva, J. C. Sá, and L. P. Ferreira, “Selecting the best tools and framework to evaluate equipment malfunctions and improve the OEE in the cork industry,” Int. J. Ind. Eng. Manag., vol. 12, no. 4, pp. 286–298, 2021, doi: 10.24867/IJIEM-2021-4-295.

A. Rozak, C. Jaqin, and H. Hasbullah, “Increasing overall equipment effectiveness in automotive company using DMAIC and FMEA method,” J. Eur. des Syst. Autom., vol. 53, no. 1, pp. 55–60, 2020, doi: 10.18280/jesa.530107.

F. Li, L. Zhang, S. Dong, L. Xu, H. Zhang, and L. Chen, “Risk assessment of bolt-gasket-flange connection (BGFC) failures at hydrogen transfer stations based on improved FMEA,” Int. J. Hydrogen Energy, vol. 50, no. A, pp. 700–716, 2024, doi: 10.1016/j.ijhydene.2023.06.191.

T. Dedimas and S. G. Gebeyehu, “Application of failure mode effect analysis (FMEA) for efficient and cost-effective manufacturing: A case study at Bahir Dar textile share company, Ethiopia,” J. Optim. Ind. Eng., vol. 12, no. 1, pp. 23–29, 2019, doi: 10.22094/joie.2018.556677.1533.

K. Siregar, F. Ariani, R. M. Sari, I. Rizkya, and L. S. Simanjuntak, “Analysis of Production Obstacles in Assembling G Line Process Using FMEA Method (Failure Mode and Effect Analysis),” IOP Conf. Ser. Mater. Sci. Eng., vol. 851, no. 1, 2020, doi: 10.1088/1757-899X/851/1/012007.

B. O. Ceylan, D. A. Akyar, and M. S. Celik, “A novel FMEA approach for risk assessment of air pollution from ships,” Mar. Policy, vol. 150, no. 105536, 2023, doi: 10.1016/j.marpol.2023.105536.

C. Park, C. Kontovas, Z. Yang, and C.-H. Chang, “A BN driven FMEA approach to assess maritime cybersecurity risks,” Ocean Coast. Manag., vol. 235, no. 106480, 2023, doi: 10.1016/j.ocecoaman.2023.106480.

B. Salah, O. Janeh, T. Bruckmann, and B. Noche, “Improving the Performance of a New Storage and Retrieval Machine Based on a Parallel Manipulator Using FMEA Analysis,” IFAC-PapersOnLine, vol. 48, no. 3, pp. 1658–1663, 2015, doi: https://doi.org/10.1016/j.ifacol.2015.06.324.

M. Baghbani, S. Iranzadeh, and M. Bagherzadeh khajeh, “Investigating the relationship between RPN parameters in fuzzy PFMEA and OEE in a sugar factory,” J. Loss Prev. Process Ind., vol. 60, no. April, pp. 221–232, 2019, doi: 10.1016/j.jlp.2019.05.003.

D. Choudhary, M. Tripathi, and R. Shankar, “Reliability, availability and maintainability analysis of a cement plant: a case study,” Int. J. Qual. Reliab. Manag., vol. 36, no. 3, pp. 298–313, 2019, doi: 10.1108/IJQRM-10-2017-0215.

C. E. Ebeling, An Introduction to Reliability and Maintainability Engineering. McGraw-Hill Science, 1997.

K.-H. Grote and E. K. Antonsson, Springer Handbook of Mechanical Engineering. 2008.

B. S. Dhillon, Engineering maintenance: A modern approach. 2002.

“Anderson–Darling Test BT - The Concise Encyclopedia of Statistics,” New York, NY: Springer New York, 2008, pp. 12–14. doi: 10.1007/978-0-387-32833-1_11.

H. P. Jagtap, A. K. Bewoor, R. Kumar, M. H. Ahmadi, M. El Haj Assad, and M. Sharifpur, “RAM analysis and availability optimization of thermal power plant water circulation system using PSO,” Energy Reports, vol. 7, pp. 1133–1153, 2021, doi: 10.1016/j.egyr.2020.12.025.

P. Tsarouhas, “Reliability, availability and maintainability analysis of a bag production industry based on the six sigma DMAIC approach,” Int. J. Lean Six Sigma, vol. 12, no. 2, pp. 237–263, 2021, doi: 10.1108/IJLSS-09-2019-0101.

P. Tsarouhas, “Reliability, availability and maintainability (RAM) analysis for wine packaging production line,” Int. J. Qual. Reliab. Manag., vol. 35, no. 3, pp. 821–842, 2018, doi: 10.1108/IJQRM-02-2017-0026.




DOI: https://doi.org/10.32487/jtt.v14i1.3017

Refbacks

  • There are currently no refbacks.


JTT (Jurnal Teknologi Terpadu) has been indexed by:

 

 

 

 

 

 

 

 

 

Web
Analytics

JTT Visitor Stats