Fuzzy failure mode and effects analysis technique, and its role in improving the overall equipment effectiveness (Applied research in the Union Sugar Refinery Factory/Iraq)

Authors

  • Majid Sahan Muhammad Department of Business Administration / College of Administration and Economics / University of Al-Qadisiyah
  • Bushra Abdul Hamza Abbas Department of Business Administration / College of Administration and Economics / University of Al-Qadisiyah

Keywords:

failure mode and of its effects analysis technique, risk priority number, fuzzy failure mode and of its effects analysis technique, overall equipment effectiveness, the six big losses.

Abstract

The current research aims to determine the role of the fuzzy failure mode and its effects analysis technique in improving the effectiveness of the overall equipment in the Al-Ittihad Sugar Factory in Iraq. The independent variable is represented by the failure mode and its effects analysis technique consisting of the risk priority number that we obtain from multiplying the factors (severity, occurrence, and detection). Which is the main input to the fuzzy logic that evaluates and prioritizes risks, based on the fuzzy inference system consisting of three steps (fuzzification, fuzzy rules, and defuzzification), which was implemented by the (MATLAB) program according to the (Mamdani) method. The research population represented the centrifugation station, while the research sample numbered (16) batch centrifugal. The research used the applied approach to determine the reasons for the low rates of equipment effectiveness with its three indicators (availability, performance, and quality) as the dependent variable. The research adopted some statistical methods (correlation coefficient and simple and multiple linear regression equations). The results of the research showed that there is a correlation and a statistically significant effect between fuzzy failure mode and its effects analysis technique and overall effectiveness of the equipment.

References

السمان، ثائر احمد سعدون، الداؤودي رياض جميل وهاب، (2007) تصميم برنامج لقياس فاعلية المعدة العامة بالتطبيق في معمل الألبسة الولادية في الموصل، مجلة تنمية الرافدين، كلية الإدارة والاقتصاد، جامعة الموصل 87 (29).

زيدان، إبراهيم محمد ، الخطيب سمير كامل سعيد، (2021) تقييم المخاطر البيئية باستخدام اداة (FMEA) دراسة حالة في شركة مصافي الوسط / مصفى الدورة 2021 ،مجلة البحوث والدراسات البترولية، العدد 32.

Akyuz, E., & Celik, E. (2018). A quantitative risk analysis by using interval type-2 fuzzy FMEA approach: the case of oil spill. Maritime Policy & Management, 45(8), 979-994.‏

Amperajaya, M. D., Murdopo, R., Erni, N., Rahman, T., Adnan, S. R., & Gaffara, G. R. (2022, December). Measurement and Effort to Improve OEE Value of SMC 2000 DST Machinery A PT. XYZ with PDCA Method. In First Mandalika International Multi-Conference on Science and Engineering 2022, MIMSE 2022 (Mechanical and Electrical)(MIMSE-MEI-2022) (pp. 320-333). Atlantis Press.‏

Balaraju, J., Raj, M. G., & Murthy, C. S. (2019). Fuzzy-FMEA risk evaluation approach for LHD machine–A case study. Journal of Sustainable Mining, 18(4), 257-268.‏

Berzins, L. (2022). Digitalising Maintenance Organisation through Benchmarking OEE Measurement: A case study.

BR, K. S., & Alim, S. (2023). Increasing Oee Through Six Big Losses Analysis In The Machining Process Of Automotive Company. JURNAL ILMIAH GLOBAL EDUCATION, 4(2), 594-602.‏

Cabanes, B., Hubac, S., Le Masson, P., & Weil, B. (2021). Improving reliability engineering in product development based on design theory: the case of FMEA in the semiconductor industry. Research in Engineering Design, 32, 309-329.‏

Djunaidi, M., Athallaric, C., & Munawir, H. (2022). The Effectiveness Level Analysis of Flask Less Molding Machine Using Overall Equipment Effectiveness (OEE) as An Improvement of Machine Productivity. Jurnal Ilmiah Teknik Industri, 21(2), 162-168.‏

Dobra, P., & Jósvai, J. (2021). Correlation between Overall Equipment Effectiveness (OEE) and Failure Mode and Effect Analysis (FMEA) at the semi – automatic assembly lines. Proceedings of the IAC, Budapest, Hungary, 26-27.‏

Facchinetti, T., & Citterio, G. (2022). Application of the overall equipment effectiveness to a service company. IEEE Access, 10, 106613-106640.

Haddad, T., Shaheen, B. W., & Németh, I. (2021). Improving overall equipment effectiveness (OEE) of extrusion machine using lean manufacturing approach. Manuf. Technol, 21(1), 56-64.‏

Immawan, T., Sutrisno, W., & Rachman, A. K. (2018). Operational risk analysis with fuzzy FMEA (Failure Mode and Effect Analysis) approach (case study: optimus creative bandung). In MATEC Web of Conferences (Vol. 154, p. 01084). EDP Sciences.‏

Ishak, A., Siregar, K., Ginting, R., & Manik, A. (2020). The fuzzy failure mode and effect analysis (FMEA) method to improve roofing product’s quality (case study: XYZ Company). In IOP Conference Series: Materials Science and Engineering (Vol. 1003, No. 1, p. 012092). IOP Publishing.‏

Ivančan, J., & Lisjak, D. (2021). New FMEA risks ranking approach utilizing four fuzzy logic SYSTEMS. Machines, 9(11), 292.‏

Kharola, A., & Singh, S. B. (2014). Development of Fuzzy Failure mode effect analysis (FFMEA) model for Risk Priority Number (RPN) analysis. Advance Modelling and Optimization, 16(1), 211-222.‏

Kumru, M., & Kumru, P. Y. (2013). Fuzzy FMEA application to improve purchasing process in a public hospital. Applied soft computing, 13(1), 721-733.‏

Lindegren, M. L., Lunau, M. R., Mafia, M. M. P., & da Silva, E. R. (2022). Combining simulation and data analytics for OEE improvement. International Journal of Simulation Modelling (IJSIMM), 21(1).‏

Liu, Y., & Tang, Y. (2022). Managing uncertainty of expert’s assessment in FMEA with the belief divergence measure. Scientific Reports, 12(1), 6812.‏

Maideen, N. C., Sahudin, S., Yahya, N. M., & Norliawati, A. O. (2016). Practical framework: Implementing OEE method in manufacturing process environment. In IOP conference series: materials science and engineering (Vol. 114, No. 1, p. 012093). IOP Publishing

Marfinov, B. F. P. A., & Pratama, A. J. (2020). Overall equipment effectiveness (OEE) analysis to minimize six big losses in continuous blanking machine. IJIEM-Indonesian Journal of Industrial Engineering and Management, 1(1), 25.

Moussa, P., & Hartman, R. (2023). Improvement of Operational Efficiency by Optimising the OEE Score.: A Case Study of a Large Manufacturer.

Muthalib, I. S., Rusman, M., & Griseldis, G. L. (2020, July). Overall Equipment Effectiveness (OEE) analysis and failure mode and effect analysis (FMEA) on Packer machines for minimizing the six big losses-a cement industry case. In IOP Conference Series: Materials Science and Engineering (Vol. 885, No. 1, p. 012061). IOP Publishing.‏

Nicolin, I., & Nicolin, B. A. (2021). Failure Mode and Effect Analysis for a military nose landing gear project. INCAS Bulletin, 13(4), 205-212.‏

Prihananto, D., & Sahroni, T. R. (2023). Effectiveness Analysis of Hydraulic Torque Wrench Machine Using Failure Mode and Effect Analysis (FMEA) and Logic Tree Analysis Study Case on Heavy Equipment Manufacturing. Journal of Applied Engineering and Technological Science (JAETS), 5(1), 474-494.‏‏

Priharanto, Y. E., Yaqin, R. I., Marjianto, G., Siahaan, J. P., & Abrori, M. Z. L. (2023). Risk assessment of the fishing vessel main engine by fuzzy-fmea approach. Journal of Failure Analysis and Prevention, 23(2), 822-836.‏

Rimantho, D., & Hatta, M. (2018). Risk analysis of drinking water process in drinking water treatment using fuzzy FMEA Approach. ARPN Journal of Engineering and Applied Sciences, 13(8), 2947-2956.‏

Saputra, F. A., & Rady, M. R. (2023). Increased Productivity of Packing Machines Through Implementation of Total Productive Maintenance Using the Overall Equipment Effectiveness Method Case Study of PT. GFPJ. Jurnal Serambi Engineering, 8(4).‏

Sathler, K. P. B., Salonitis, K., & Kolios, A. (2023). Overall equipment effectiveness as a metric for assessing operational losses in wind farms: a critical review of literature. International Journal of Sustainable Energy, 42(1), 374-396.‏

Singh, S., Singh, K., Mahajan, V., & Singh, G. (2020). Justification of overall equipment effectiveness (OEE) in Indian sugar mill industry for attaining core excellence. International Journal of Advance Research and Innovation, 8(1), 34-36.‏.

Suryoputro, M. R., Sari, A. D., & Widiatmaka, N. W. (2019). Failure Mode and Effect Analysis (Fuzzy FMEA) Implementation for Forklift Risk Management in Manufacturing Company PT. XYZ. In IOP Conference Series: Materials Science and Engineering (Vol. 528, No. 1, p. 012027). IOP Publishing.‏

Valero, C. I., Boronat, F., Esteve, M., & Palau, C. E. (2023). Ai For Detecting Variations In The Oee Data Reception Rate In The Manufacturing Industry.‏

Wang, Z., Ran, Y., Yu, H., Jin, C., & Zhang, G. (2021). Failure mode and effects analysis using function–motion–action decomposition method and integrated risk priority number for mechatronic products: FMEA using FMA decomposition method and IRPN for MPs. Quality and Reliability Engineering International, 37(6), 2875-2899.

Wu, Z., Liu, W., & Nie, W. (2021). Literature review and prospect of the development an application of FMEA in manufacturing industry. The International Journal of Advanced Manufacturing Technology, 112, 1409-1436.

‏Yazdi, M., Daneshvar, S., & Setareh, H. (2017). An extension to fuzzy developed failure mode and effects analysis (FDFMEA) application for aircraft landing system. Safety science, 98, 113-123.‏

Yazıcı, K., Gökler, S. H., & Boran, S. (2021). An integrated SMED-fuzzy FMEA model for reducing setup time. Journal of Intelligent Manufacturing, 32(6), 1547-1561.‏

Zheng, H., & Tang, Y. (2020). Deng entropy weighted risk priority number model for failure mode and effects analysis. Entropy, 22(3), 280.

Zubair, M., Maqsood, S., Habib, T., Usman Jan, Q. M., Nadir, U., Waseem, M., & Yaseen, Q. M. (2021). Manufacturing productivity analysis by applying overall equipment effectiveness metric in a pharmaceutical industry. Cogent Engineering, 8(.(1

مخطط بياني

Published

2024-09-23

How to Cite

ماجد سحان محمد, & بشرى عبد الحمزة عباس. (2024). Fuzzy failure mode and effects analysis technique, and its role in improving the overall equipment effectiveness (Applied research in the Union Sugar Refinery Factory/Iraq). Iraqi Journal for Administrative Sciences, 20(81), 166–190. Retrieved from https://mail.journals.uokerbala.edu.iq:8443/index.php/ijas/article/view/2406