Risk Mitigation and Hazard Analysis in the Battery Production Process Using the Fuzzy Fault Tree Analysis Method

  • Anggelia Ariffa Department of Industrial Engineering, Faculty of Engineering and Science, Universitas Pembangunan Nasional “Veteran” Jawa Timur, Indonesia
  • Tranggono Department of Industrial Engineering, Faculty of Engineering and Science, Universitas Pembangunan Nasional “Veteran” Jawa Timur, Indonesia
  • Rizqi Novita Sari Department of Industrial Engineering, Faculty of Engineering and Science, Universitas Pembangunan Nasional “Veteran” Jawa Timur, Indonesia
Keywords: Fuzzy Fault Tree Analysis (FFTA), Lead Acid Battery, Mitigation, Risk Analysis

Abstract

Industrial Revolution 4.0 increases the demand for batteries but also increases the risk of workplace accidents in factories such as PT TMB. Production processes involving chemicals and heavy equipment cause potential hazards. In the last three years, accidents have increased, disrupting production and adding costs. Therefore, this research aims to identify risks and provide risk mitigation in the battery production process. This research uses Fuzzy Fault Tree Analysis (FFTA) to identify hazards and reduce risks, in order to improve the safety and competitiveness of the company. This research was conducted at PT TMB by combining qualitative analysis to understand general conditions and quantitative to analyze the risk of workplace accidents, such as fire, fatigue, operator injury, and worker health. The Fuzzy Fault Tree Analysis (FFTA) method was used to map and reduce potential hazards, as well as develop more effective work safety policies. The results of the research explained that there are four top events with different probabilities and impacts: fire risk (A) 26.82%, occupational fatigue (B) 11.57%, occupational injury (C) 40.58%, and occupational health (D) 21.03%. From the four top events mentioned above, mitigation is focused on the 3 highest positions based on the assessment of the matrix table, which are fire risk, occupational injury, and occupational health.

References

Alizadehsani, R., Roshanzamir, M., Hussain, S., Khosravi, A., Koohestani, A., Zangooei, M. H., ... & Acharya, U. R. (2024). Handling of uncertainty in medical data using machine learning and probability theory techniques: A review of 30 years (1991–2020). Annals of Operations Research, 339(3), 1077-1118. https://doi.org/10.1007/s10479-021-04006-2

Amusa, H. K., Sadiq, M., Alam, G., Alam, R., Siefan, A., Ibrahim, H., ... & Yildiz, B. (2024). Electric vehicle batteries waste management and recycling challenges: a comprehensive review of green technologies and future prospects. Journal of material cycles and waste management, 26(4), 1959-1978.

Ashraf, A. M., Imran, W., & Vechot, L. (2022). Analysis of the impact of a pandemic on the control of the process safety risk in major hazards industries using a Fault Tree Analysis approach. Journal of loss prevention in the process industries, 74, 104649. https://doi.org/10.1016/j.jlp.2021.104649

Bhagat, S. N., Rath, P. S., & Mitra, A. (2025). Enhancing decision making with soft set theory: a novel approach to object recognition from imprecise data. International Journal of Innovative Computing and Applications, 15(3), 156-166. https://doi.org/10.1504/IJICA.2025.10072008

Bhuvaneshwari, R., & Manemaran, S. V. (2025). Develop a Hybrid Neutrosophic Fuzzy Approach with Score Matrix Methods for Vague Attribute Weight Determination and Multi-Attribute Group Decision Making Problems. Mathematical Modelling of Engineering Problems, 12(8). https://doi.org/10.18280/mmep.120819

Budi, H. S., Catalan Opulencia, M. J., Afra, A., Abdelbasset, W. K., Abdullaev, D., Majdi, A., ... & Mohammadi, M. J. (2024). Source, toxicity and carcinogenic health risk assessment of heavy metals. Reviews on Environmental Health, 39(1), 77-90. https://doi.org/10.1515/reveh-2022-0096

Darbre, P. D. (2023). Respiratory irritation and sensitization. In Personal Care Products and Human Health (pp. 211-230). Academic Press.

Das, S., Nath, T. C., Rahman, M., Uddin, J., Naher, N., Akter, M., ... & Adhikari, A. (2024). Occupational hazards in lead-acid battery factories in Bangladesh: Assessing excess heat, noise, chemical exposures, and health impacts on workers. Safety and Health at Work. https://doi.org/10.1016/j.shaw.2024.06.004

Dianto, K., Andesta, D., & Fathoni, M. Z. (2022). Analisis Keselamatan Dan Kesehatan Kerja Di Pekerjaan Fabrikasi Dengan Menggunakan Metode Hazards Identification And Risk Assesment Dan Pendekatan Fault Tree Analysis. JUSTI (Jurnal Sistem dan Teknik Industri), 1(2), 152. https://doi.org/10.30587/justicb.v1i2.3855

Dunn, D. G. (2024, September). Lithium-Ion Battery Systems: Risk Management, Operations and Maintenance Considerations. In 2024 IEEE IAS Petroleum and Chemical Industry Technical Conference (PCIC) (pp. 1-7). IEEE.

Dunn, D. G. (2024, September). Lithium-Ion Battery Systems: Risk Management, Operations and Maintenance Considerations. In 2024 IEEE IAS Petroleum and Chemical Industry Technical Conference (PCIC) (pp. 1-7). IEEE. https://doi.org/10.1109/PCIC43643.2023.10414340

Elfidasari, D. (2023). Pterygoplichthys pardalis Dan Potensinya Sebagai Agen Bioremediasi Cemaran Logam Berat Di Perairan. Karya Bakti Makmur Indonesia.

Gabbar, H. A., Othman, A. M., & Abdussami, M. R. (2021). Review of battery management systems (BMS) development and industrial standards. Technologies, 9(2), 28.

Gabbar, H. A., Othman, A. M., & Abdussami, M. R. (2021). Review of battery management systems (BMS) development and industrial standards. Technologies, 9(2), 28. https://doi.org/10.3390/technologies9020028

hadi Lafta, M., Afra, A., Patra, I., Jalil, A. T., Mohammadi, M. J., Al-Dhalimy, A. M. B., ... & Asban, P. (2024). Toxic effects due to exposure heavy metals and increased health risk assessment (leukemia). Reviews on Environmental Health, 39(2), 351-362. https://doi.org/10.1515/reveh-2022-0227

Hardt, F., Kotyrba, M., Volna, E., & Jarusek, R. (2021). Innovative approach to preventive maintenance of production equipment based on a modified tpm methodology for industry 4.0. Applied Sciences, 11(15), 6953. https://doi.org/10.3390/app11156953

Heramb, B. (2021). Health and Safety Issues of New Energy Technologies. Patty's Industrial Hygiene, Volume 4: Program Management and Specialty Areas of Practice, 311. https://doi.org/10.1002/0471435139.hyg132

Ikwan, F., Sanders, D., & Hassan, M. (2021). Safety evaluation of leak in a storage tank using fault tree analysis and risk matrix analysis. Journal of Loss Prevention in the Process Industries, 73, 104597. https://doi.org/10.1016/j.jlp.2021.104597

Indra, I. M., AS, D. D., Santaria, H., Akmalia, S., Subrata, A., Bakry, S. Al, Novika, F., A., R. R., Chentia, M., Issabella, M., Irawan, F., Harahap, T. K., & Widdhisiadji, B. (2021). Pengantar Manajemen Risiko. In Penerbit Tahta Media Group (Vol. 1). Yayasan Cendikia Mulia.

Irianti, T. T., Kuswandi, Nuranto, S., & Purwanto. (2021). Antioksidan Dan Kesehatan. UGM Presss.

Jomova, K., Alomar, S. Y., Nepovimova, E., Kuca, K., & Valko, M. (2025). Heavy metals: toxicity and human health effects. Archives of toxicology, 99(1), 153-209. https://doi.org/10.1007/s00204-024-03903-2

Khaje, K., Fuladpanjeh-Hojaghan, B., Gailer, J., Birss, V., & Roberts, E. P. (2025). Chemical Hazard Assessment of Vanadium–Vanadium Flow Battery Electrolytes in Failure Mode. ACS Chemical Health & Safety. https://doi.org/10.1021/acs.chas.5c00047

Kunanti, R. A., Wiyono, W., & Salma, S. A. (2024). Designing Standard Operating Procedure (SOP) for Planning and Implementing Machine Maintenance for the Implementation of ISO 9001: 2015 Clause 7.1. 3 using the Business Process Management (BPM) Method in Hijab Printing Production. Jurnal Teknik Industri: Jurnal Hasil Penelitian dan Karya Ilmiah dalam Bidang Teknik Industri, 10(2), 401-412. http://dx.doi.org/10.24014/jti.v10i2.32674

Li, L., Xu, K., Yao, X., & Chen, S. (2021). Probabilistic analysis of aluminium production explosion accidents based on a fuzzy Bayesian network. Journal of Loss Prevention in the Process Industries, 73(1), 104618. https://doi.org/10.1016/j.jlp.2021.104618

Mrozik, W., Rajaeifar, M. A., Heidrich, O., & Christensen, P. (2021). Environmental impacts, pollution sources and pathways of spent lithium-ion batteries. Energy & Environmental Science, 14(12), 6099-6121. https://doi.org/10.1039/D1EE00691F

Nauri, M. M. A., Aziz, M. S., Pratama, M. Y. Z. Z., Kamal, U., & Fikri, M. A. H. (2024). Strategi Penanganan Limbah Baterai Kendaraan Listrik Demi Masa Depan Indonesia Yang Lebih Bersih. Kultura: Jurnal Ilmu Hukum, Sosial, dan Humaniora, 2(5), 177–194. https://doi.org/https://doi.org/10.572349/kultura.v2i5.1436

Radfard, M., Hashemi, H., Baghapour, M. A., Samaei, M. R., Yunesian, M., Soleimani, H., & Azhdarpoor, A. (2023). Prediction of human health risk and disability-adjusted life years induced by heavy metals exposure through drinking water in Fars Province, Iran. Scientific Reports, 13(1), 19080. https://doi.org/10.1038/s41598-023-46262-1

Rosalinda, R. R., Gustrifa, W., & Sari, A. P. (2023). Analisis Akurasi Prediksi Akselerasi Mobil Listrik Berdasarkan Kecepatan dan Daya Baterai Menggunakan Fuzzy Logic Metode Sugeno dan Mamdani. Prosiding SANTIKA (Seminar Nasional Informatika Bela Negara), 3, 107–112.

Samarasinghe, H., & Heenatigala, S. (2024). Insights from the field: A comprehensive analysis of industrial accidents in plants and strategies for enhanced workplace safety. arXiv preprint arXiv:2403.05539. https://doi.org/10.13140/RG.2.2.24739.05925

Sari, S. P., & Al Faroqi, F. (2024, December). IMPLEMENTATION OF STANDARD OPERATING PROCEDURES (SOP) IN THE MAINTENANCE OF ELECTRONIC PRODUCTION MACHINES: A CASE STUDY AT AUTOMOUNT PRODUCTION SONY EMCS. SDN. BHD. In Proceeding of International Students Conference of Economics and Business Excellence (Vol. 1, pp. 45-49).

Schismenos, S., Chalaris, M., & Stevens, G. (2021). Battery hazards and safety: A scoping review for lead acid and silver-zinc batteries. Safety science, 140, 105290. https://doi.org/10.1016/j.ssci.2021.105290

See, K. W., Wang, G., Zhang, Y., Wang, Y., Meng, L., Gu, X., ... & Xie, B. (2022). Critical review and functional safety of a battery management system for large-scale lithium-ion battery pack technologies. International Journal of Coal Science & Technology, 9(1), 36. https://doi.org/10.1007/s40789-022-00494-0

Sejati, D. D., Harisudin, M., Sutrisno, J., & Widadie, F. (2023). Analisis Mitigasi Risiko Pada Distribusi Pupuk Bersubsidi Pt Pusri Dengan Metode Failure Mode And Effect Analysis (FMEA) Di Kabupaten Klaten. Agrista, 11(1), 70–81.

Shukla, D., & Shankul, V. (2024). Risk Management Safety Assessment Over the Life Cycle of Lithium-Ion Batteries in EV. Int. J. Recent Eng. Sci, 11, 32-47. https://doi.org/10.14445/23497157/IJRES-V11I3P104

Simanjuntak, I. J., Siagian, R. T., Prasetyo, R., Rozak, N. F., & Purba, H. H. (2022). Manajemen Risiko Pada Proyek Konstruksi Jembatan: Kajian Literatur Sistematis. Jurnal Teknologi dan Manajemen, 20(1), 59–76. https://doi.org/10.52330/jtm.v20i1.47

Suseno, & Kalid, S. I. (2022). Pengendalian Kualitas Cacat Produk Tas Kulit Dengan Metode Failure Mode And Effect Analysis (Fmea) Dan Fault Tree Analysis (Fta) Di Pt Mandiri Jogja Internasional. Jurnal Cakrawala Ilmiah, 1(6), 1307–1320. https://doi.org/10.53625/jcijurnalcakrawalailmiah.v1i6.1131

Yuantoko, T. D., & Djunaidi, Z. (2022). Pengaplikasian Metode Accimap Dalam Analisis Kecelakaan Tabrakan Krl 1528 Vs Metromini B-7760-Fd. Prepotif : Jurnal Kesehatan Masyarakat, 6(2), 1072–1082. https://doi.org/10.31004/prepotif.v6i2.4099

Zaib, A., Yin, J., & Khan, R. U. (2022). Determining Role of Human Factors in Maritime Transportation Accidents by Fuzzy Fault Tree Analysis (FFTA). Journal of Marine Science and Engineering, 10(3), 381. https://doi.org/10.3390/jmse10030381

Zermane, A., Tohir, M. Z. M., Baharudin, M. R., & Yusoff, H. M. (2022). Risk assessment of fatal accidents due to work at heights activities using fault tree analysis: Case study in Malaysia. Safety science, 151, 105724. https://doi.org/10.1016/j.ssci.2022.105724

Zinveli, A., Dragomir, M., & Dragomir, D. (2025). What’s Hot and What’s Not—A Simulation-Based Methodology for Fire Risk Assessment in Lead-Acid Battery Manufacturing. Processes, 13(3), 837. https://doi.org/10.3390/pr13030837

Published
2025-12-30
How to Cite
Ariffa, A., Tranggono, T., & Sari, R. N. (2025). Risk Mitigation and Hazard Analysis in the Battery Production Process Using the Fuzzy Fault Tree Analysis Method . Journal La Multiapp, 6(6), 1601-1619. https://doi.org/10.37899/journallamultiapp.v6i6.2317