Operational Efficiency Analysis of Brackish Water Reverse Osmosis Systems: An OEE, Six Big Losses, And FMEA Approach
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This study evaluates the operational effectiveness of Brackish Water Reverse Osmosis (BWRO) machines within a demineralized water treatment installation. The primary objective is to quantify performance using the Overall Equipment Effectiveness (OEE) metric, identify the dominant causes of inefficiency through the Six Big Losses framework, and prioritize risk mitigation strategies using Failure Mode and Effect Analysis (FMEA). The research utilizes operational data from three BWRO units (A, B, and C) collected between January and October 2025. Results indicate an aggregate facility-wide OEE of 75.95%, falling below the world-class benchmark of 85%. Unit B achieved the highest performance (90.98%), while Unit C significantly underperformed (53.04%). The analysis of Six Big Losses reveals that Reduced Speed (49.90%) and Setup/Adjustment (39.92%) due to extended Cleaning In Place (CIP) durations are the primary contributors to lost time. FMEA identifies silica fouling as the most critical failure mode (Risk Priority Number 640). The study concludes that transitioning from calendar-based to condition-based maintenance and optimizing chemical pre-treatment are essential to restoring design capacity.
Wenten IG. What is the acceptable brackish water TDS range for reverse osmosis and electrodialysis? [Internet]. 2015. Available from: https://www.researchgate.net/post/What_is_the_acceptable_brackish_water_TDS_range_for_reverse_osmosis_and_electrodialysis/5678d38c60614b81348b4584/citation/download
Olszak N. Complete Water Solutions. 2020. 7 Common Causes of Membrane Fouling & Degradation. Available from: https://complete-water.com/resources/7-common-causes-of-membrane-fouling-and-degradation
Martin J, Leandro S, Eisberg D, Leandro S. Brackish Water Desalination – Energy And Cost Challenges Associated With Brackish Energy Recovery Centrifugal Erds.
Muhajir F Al, Widodo S, Suedi A. Performance Analysis of Reverse Osmosis Desalination Plant Study Case of BBRI Plant. Int J Multidiscip Res. 2023;5(5):1–10.
Hansen RC. Overall Equipment Effectiveness. Industrial Press Inc; 2001.
Gandhi M, Munandar A, Handayani NU, Korespondensi P. Implementasi Total Productive Maintenance Dengan Metode Overall Equipment Effectiveness Dan Six Big Losses Pada Mesin Labelling Sps 2 (Studi Kasus Pt. Tirta Investama). Ind Eng Online J Undip [Internet]. 2024;Vol. 13 No. Available from: https://ejournal3.undip.ac.id/index.php/ieoj/article/view/44923
Stamatis DH. Vol. 11, Sustainability (Switzerland). 2019. p. 1–14 Risk Management Using Failure Mode and Effect Analysis (FMEA). Available from: http://scioteca.caf.com/bitstream/handle/123456789/1091/RED2017-Eng-8ene.pdf?sequence=12&isAllowed=y%0Ahttp://dx.doi.org/10.1016/j.regsciurbeco.2008.06.005%0Ahttps://www.researchgate.net/publication/305320484_Sistem_Pembetungan_Terpusat_Strategi_Melestari
Abad A. Kurita America. 2022. Membrane Fouling: Common Causes, Types, and Remediation. Available from: https://www.kuritaamerica.com/the-splash/membrane-fouling-common-causes-types-and-remediation
Pierick R. Watertechusa. 2023. Reverse Osmosis Troubleshooting: 4 Common Issues. Available from: https://www.watertechusa.com/reverse-osmosis-troubleshooting
Auliya, N. H., Andriani, H., Fardani, R. A., Ustiawaty, J., Utami, E. F., Sukmana, D. J., & Istiqomah, R. R. (2020). Metode Penelitian Kualitatif & Kuantitatif (A. Abadi, Husnu, A.Md. (ed.); Cetakan 1,). CV. Pustaka Ilmu. https://www.researchgate.net/profile/Assoc-Prof-Msi/publication/340021548_Buku_Metode_Penelitian_Kualitatif_Kuantitatif/links/5e72e011299bf1571848ba20/Buku-Metode-Penelitian-Kualitatif-Kuantitatif.pdf
Dwi Cahyono, S., & Budiharti, N. (2020). Implementasi Total Productive Maintenance Pada Mesin Press Dryer Di Pt. Tri Tunggal Laksana. Jurnal Teknik Industri ITN Malang, E-ISSN: 2615-3866.
Eko Mulyo, A., & Hermansyah, M. ,ST. . M. S. (2019). PenerapanTPM Dengan Menggunakan Overall Equipment Efectiveness (OEE) Dan Six Big Losses Pada Mesin Reverse Osmosis Di Bagian Utility PT. Widatra Bhakti. Journal Knowledge Industrial Engineering (JKIE), Vol. 06/No. 01/2019.
Irma Rahmawati, dan. (2024). Demineralisasi Kalsium (Ca) dan Besi (Fe) pada Air Minum Soft Water Berteknologi Reverse Osmosis (RO). Journal of Pharmaceutical Science and Clinical Pharmacy (PSCP), 02(01), 28–34. https://jurnal.akfarbumisiliwangi.ac.id/index.php/pscp
Mbaebie, P., Nkoi, B., & Isaac, E. O. (2022). Overall Equipment Effectiveness (OEE) and Reliability Analysis of the Water Supply Systems in Bonny Island. International Journal of Engineering and Modern Technology (IJEMT), 8(3), 24–36. https://doi.org/10.56201/ijemt
Nurlestari, T., Rahman, A., & Himawan, R. (2014). Strategi Perawatan Pada Mesin Amut 1 Dengan Konsep Total Productive Maintenance (Studi Kasus: Pt. Niaga Sejahtera Plastik Industri, Pandaan, Jawa Timur) Maintenance Strategy For Amut 1 Machine With A Concept Of Total Productive Maintenance. Jurnal Rekayasa Dan Manajemen Sistem Industri Universitas Brawijaya, Vol. 2(Vol.2 No. 1 (2014)). https://jrmsi.studentjournal.ub.ac.id/index.php/jrmsi/article/view/66
Stamatis, D. H. (2019). Risk Management Using Failure Mode and Effect Analysis (FMEA). Sustainability (Switzerland). http://scioteca.caf.com/bitstream/handle/123456789/1091/RED2017-Eng-8ene.pdf?sequence=12&isAllowed=y%0Ahttp://dx.doi.org/10.1016/j.regsciurbeco.2008.06.005%0Ahttps://www.researchgate.net/publication/305320484_Sistem_Pembetungan_Terpusat_Strategi_Melestari
Supriyadi, S., Ramayanti, G., & Afriansyah, R. (2017). Analisis Total Productive Maintenance Dengan Metode Overall Equipment Effectiveness Dan Fuzzy Failure Mode And Effects Analysis. Sinergi, 21(3), 165. https://doi.org/10.22441/sinergi.2017.3.002
Taisir, O., & Almeanazel, R. (2010). Total Productive Maintenance Review and Overall Equipment Effectiveness Measurement. Jordan Journal Of Mechanical and Industrial Engineering, 4(4). www.jjmie.hu.edu.jo
Fauzi, Muhamad. (2025). Analisis Risiko Operasional Gudang Barang Jadi Menggunakan Metode Failure Mode And Effect Analysis Pada Perusahaan Ban Di Tangerang. Repositori Universitas Mercu Buana. Https://Repository.Mercubuana.Ac.Id/96510/
Suzaki, Kiyoshi. (1991). Tantangan Industri Manufaktur (Kristianto Jahja, Penerjemah). Pqm Consultans.
Stamatis, Dean H. (2019). Risk Management Using Failure Mode And Effect Analysis (FMEA). Quality Press.
Stamatis, Dean H. (2003). Failure Mode And Effect Analysis (FMEA) From Theory To Execution 2nd Edition. Quality Press.
