Critical Equipment Errors and Operational Risk Management in CBRN Training: An Integrated Approach

Authors

  • Abdullah Ozkan Iskenderun Technical University
  • Ali Çobanoğlu İskenderun Teknik Üniversitesi, Lisansüstü Eğitim Enstitüsü, KBRN Anabilim Dalı, Hatay, Türkiye https://orcid.org/0009-0003-4248-6758

DOI:

https://doi.org/10.61326/actanatsci.v6i2.429

Keywords:

CBRN training, Human factors, Error analysis, Ergonomics, Risk management, Decision support systems

Abstract

This study investigates the causes of human error in chemical, biological, radiological, and nuclear (CBRN) training using a multilayered systems approach, and proposes an integrated assessment model that facilitates the integration of these errors into the training processes. The study also reveals that equipment usage errors commonly encountered in CBRN training are not solely due to technical deficiencies, but also arise from cognitive load, ergonomic constraints, environmental factors, and complexities in decision-making processes. Furthermore, it focuses on explaining the root causes of errors by integrating human factors theories, ergonomic analysis approaches, and principles of operational risk management. The theoretical framework is based on the synthesis of the Swiss Cheese model, which relies on the multi-layered barrier concept, the HFACS error classification system, and the SHELL model, which examines human-equipment-environment interactions. The holistic application of these three models contributes to the development of a safety culture in CBRN training, enhances the effectiveness of scenario-based learning methods, and facilitates ergonomic optimization in the use of personal protective equipment. The study stands out from others by proposing an interdisciplinary integration model that adapts human error theories to the context of CBRN training. The results indicate that when model-based training design is integrated with decision support tools and standardized workflows, operational safety is measurably strengthened.

References

Abari, J. B., Cortez, R. O. F., & Sario, J. A. (2024). Safety culture of approved training organizations: Basis for an emergency response plan manual. SIBATIK Journal: Jurnal Ilmiah Bidang Sosial, Ekonomi, Budaya, Teknologi, dan Pendidikan, 3(7), 817–918.

Altan, B., Gürer, S., Alsamarei, A., Demir, D. K., Düzgün, H. Ş., Erkayaoğlu, M., & Surer, E. (2022). Developing serious games for CBRN-e training in mixed reality, virtual reality, and computer-based environments. International Journal of Disaster Risk Reduction, 77, 103022. https://doi.org/10.1016/j.ijdrr.2022.103022

Anderson, T., & Boddington, C. (2024). A mixed methods descriptive literature review assessing the effects of CBRN personal protective equipment on human factors and clinical skills. Journal of High Threat & Austere Medicine, 6(2), 2–10.

Bearman, C., Hayes, P., Kuhn, M., Penney, G., McLennan, J., Butler, P., & Flin, R. (2025). The current state and future needs of decision making: Knowledge, practice, tools and training options. Technical Report. Natural Hazards Research Australia (NHRA) Report No.44.2025. Natural Hazards Research Australia.

Bogdan-Ioan, V., Min, P., Valentin-Teodor, A., & Alexandru Octavian, P. (2024). Scientific and evidence-based support in emergency preparedness and resilience strengthening, under volatility and uncertainty. In F. C. Cirstoiu, V. Juc, C. Pop, P. Min & C. Barna (Eds.), Medical Response strategy in case of radiation emergency caused by the war in Ukraine. NATO 2023. NATO Science for Peace and Security Series B: Physics and Biophysics (pp 139–149). Springer. https://doi.org/10.1007/978-94-024-2266-5_14

Diller, T., Helmrich, G., Dunning, S., Cox, S., Buchanan, A., & Shappel, S. (2014). The Human Factors Analysis Classification System (HFACS) applied to health care. American Journal of Medical Quality, 29(3), 181–190. https://doi.org/10.1177/1062860613491623

Farhat, H., Alinier, G., Chaabna, K., El Aifa, K., Abougalala, W., Laughton, J., & Ben Dhiab, M. (2024). Preparedness and emergency response strategies for chemical, biological, radiological and nuclear emergencies in disaster management: A qualitative systematic review. Journal of Contingencies and Crisis Management, 32(3), e12592. https://doi.org/10.1111/1468-5973.12592

Giaume, L., Le Roy, B., Daniel, Y., Lauga Cami, H., Jost, D., Travers, S., & Trousselard, M. (2024). Psychological, cognitive, and physiological impact of hazards casualties’ trainings on first responders: The example of a chemical and radiological training. An exploratory study. Frontiers in Psychology, 15, 1336701. https://doi.org/10.3389/fpsyg.2024.1336701

Gkikas, G. K., Papangelis, G., Mantzios, K., Ioannou, L. G., & Flouris, A. D. (2025). Validation and enhancement of two predictive models evaluating physiological strain during physical work while wearing personal protective equipment. Industrial Health, 2025-0088. https://doi.org/10.2486/indhealth.2025-0088

Hancko, D., Majlingova, A., & Kačíková, D. (2025). Integrating virtual reality, augmented reality, mixed reality, extended reality, and simulation-based systems into fire and rescue service training: Current practices and future directions. Fire, 8(6), 228. https://doi.org/10.3390/fire8060228

Hawkins, F. H. (1993). Human factors in flight (Edited by H. W. Orlady) (2nd ed.). Routledge. https://doi.org/10.4324/9781351218580

Kegyes, T., Süle, Z., & Abonyi, J. (2024). Machine learning-based decision support framework for CBRN protection. Heliyon, 10(4), e25946. https://doi.org/10.1016/j.heliyon.2024.e25946

Lee, H. (2025). Integration of wearable sensing and human recognition functions in smart safety workwear: Enhancing worker protection in construction sites. International Journal of Clothing Science and Technology, 37(3), 604-625. https://doi.org/10.1108/IJCST-01-2025-0019

Li, W. C., Harris, D., & Yu, C. S. (2008). Routes to failure: Analysis of 41 civil aviation accidents from the Republic of China using the human factors analysis and classification system. Accident Analysis & Prevention, 40(2), 426-434. https://doi.org/10.1016/j.aap.2007.07.011

Lucena, R., Almeida, N., & Simões, P. (2026). Physiological impact of personal protective equipment in distinct thermal environments. In O. Gervasi, B. Murgante, C. Garau, Y. Karaca, M. N. F. Lago, F. Scorza & A. C. Braga (Eds.), Computational science and its applications – ICCSA 2025 Workshops. ICCSA 2025. Lecture Notes in Computer Science, vol 15888. Springer, Cham. https://doi.org/10.1007/978-3-031-97596-7_7

Malizia, A., McGovern, J., Sarigiannis, D., Karakitsios, S., Anastas, P. T., Ludovici, G. M., Manenti, G., & Vasiliou, V. (2025). Integrating the exposome framework in CBRNe risk assessment: A holistic approach to chemical, biological, radiological, nuclear, and explosive threats. The European Physical Journal Plus, 140, 1103. https://doi.org/10.1140/epjp/s13360-025-07030-4

Nazari, S., Sharififar, S., Marzaleh, M. A., Zargar, S., Azarmi, S., & Shahrestanaki, Y. A. (2023). Structural elements and requirements in forming prehospital health response teams in response to chemical, biological, radiation, and nuclear incidents (CBRN): A comparative review study. Disaster Medicine and Public Health Preparedness, 17, e300. https://doi.org/10.1017/dmp.2022.259

Nemeth, C., Sedehi, J., Rule, G., Di Pietrantonio, J., Laufersweiler, D., Keeney, N., & Clark, R. (2024). Decision support for CBRN avoid and protect missions. Cognition, Technology & Work, 26, 375–384. https://doi.org/10.1007/s10111-024-00767-5

Qzih, E. S., & Ahmad, M. M. (2024). Hospital-based preparedness measures for CBRNE disasters: A systematic review. Environmental Health Insights, 18, 1-12. https://doi.org/10.1177/11786302241288859

Razak, S., Hignett, S., Barnes, J., & Hancox, G. (2023). The standardization of the emergency department response to chemical, biological, radiological, and nuclear (CBRN) events: Human factors/ergonomics approach. Disaster Medicine and Public Health Preparedness, 17, e487. https://doi.org/10.1017/dmp.2023.148

Reason, J. (2000). Human error: Models and management. BMJ, 320(7237), 768–770. https://doi.org/10.1136/bmj.320.7237.768

Regal, G., Pretolesi, D., Schrom-Feiertag, H., Puthenkalam, J., Migliorini, M., De Maio, E., Scarrone, F., Nadalin, M., Guarneri, M., Xerri, G. P., Di Giovanni, D., Tessari, P., Genna, F., D’Angelo, A., & Murtinger, M. (2023). Challenges in virtual reality training for CBRN events. Multimodal Technologies and Interaction, 7(9), 88. https://doi.org/10.3390/mti7090088

Rimpler-Schmid, A., Trapp, R., Leonard, S., Kaunert, C., Dubucq, Y., Lefebvre, C., & Mohn, H. (2021). EU preparedness and responses to chemical, biological, radiological and nuclear (CBRN) threats. Policy Department for External Relations Directorate General for External Policies of the Union. Retrieved on March 8, 2024, from https://www.europarl.europa.eu/thinktank/en/document/EXPO_STU(2021)653645

Schubert, T., & Weidner, R. (2025). Physical support of soldiers during CBRN scenarios with exoskeletons. Applied Sciences, 15(19), 10763. https://doi.org/10.3390/app151910763

Shabani, T., Jerie, S., & Shabani, T. (2024). A comprehensive review of the Swiss cheese model in risk management. Safety in Extreme Environments, 6, 43–57. https://doi.org/10.1007/s42797-023-00091-7

Son, C. (2023). Disaster ergonomics: A human factors approach to address escalating challenges from disasters. Cognition, Technology & Work, 25, 325–344. https://doi.org/10.1007/s10111-023-00736-4

Wiegmann, D. A., & Shappell, S. A. (2001). Human error analysis of commercial aviation accidents: Application of the Human Factors Analysis and Classification System (HFACS). Aviation, Space, and Environmental Medicine, 72(11), 1006–1016.

Woodcock, W., & Au, Z. (2013). Human factors issues in the management of emergency response at high hazard installations. Journal of Loss Prevention in the Process Industries, 26(3), 547-557. https://doi.org/10.1016/j.jlp.2012.07.002

Zavila, O. (2025). Human factors analysis and classification system-positive experience (HFACS-PE): New approaches to aviation accident and incident investigation. Journal of Loss Prevention in the Process Industries, 94, 105578. https://doi.org/10.1016/j.jlp.2025.105578

Published

2025-12-12

How to Cite

Ozkan, A., & Çobanoğlu, A. (2025). Critical Equipment Errors and Operational Risk Management in CBRN Training: An Integrated Approach. Acta Natura Et Scientia, 6(2), 236–247. https://doi.org/10.61326/actanatsci.v6i2.429

Issue

Section

Review Article