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http://dx.doi.org/10.12985/ksaa.2022.30.4.145

Quantitative Safety Risk Assessment using Aviation Safety Data  

Hyunjin Paek (항공안전기술원 데이터분석연구센터)
Jun Hwan Kim (항공안전기술원 데이터분석연구센터)
Jae Jin Lim (항공안전기술원 데이터분석연구센터)
Sungjin Jeon (항공안전기술원 데이터분석연구센터)
Young Jae Choi (항공안전기술원 데이터분석연구센터)
Publication Information
Journal of the Korean Society for Aviation and Aeronautics / v.30, no.4, 2022 , pp. 145-158 More about this Journal
Abstract
To manage State Safety Program (SSP) in a more integrative and proactive manner, an aviation safety authority of the state shall detect and assess the risk of emerging or hidden safety hazards before they provoke accidents or incidents(ICAO, 2018). In case of South Korea, safety risk assessment is conducted by calculating the likelihood and severity of the hazard following ICAO's safety management manual. It is reasonable to extract the safety risk likelihood by calculating the number of occurrence caused by the hazard. However, it is ambiguous to assess the safety risk severity defined as the extent of harm that might be expected to occur as a consequence of the identified hazard. In this paper, a safety risk assessment method which quantitatively calculates the risk of hazard using aviation safety data(i.e. aviation safety mandatory report, etc.) is proposed. By utilizing the proposed method, the existing process that safety risk is being subjectively assessed by safety inspectors can be supplemented. So that essential aviation safety policy decision making can be accomplished by the accurate result of safety risk assessment.
Keywords
State Safety Program; Safety Risk Assessment; Hazard; Safety Management System; Aviation Safety Data; Aviation Safety Mandatory Report; Safety Performance Indicator;
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Times Cited By KSCI : 1  (Citation Analysis)
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1 Li, L., Das, S., John Hansman, R., Palacios, R., and Srivastava, A. N., "Analysis of flight data using clustering techniques for detecting abnormal operations", Journal of Aerospace Information Systems, 12(9), 2015, pp.587-598.
2 Singh, A., and Kaushik, A., "Knowledge based retrieval scheme from big data for aviation industry", 2015 International Conference on Computational Intelligence and Communication Networks (CICN), 2015, pp. 918-923.
3 Walker, G., "Redefining the incidents to learn from: Safety science insights acquired on the journey from black boxes to flight data monitoring", Safety Science, 99, 2017, pp.14-22.   DOI
4 ICAO, "ICAO Doc 9859 Safety Management Manual 4th edit", 2018.
5 Araz, O. M., Choi, T. M., Olson, D. L., and Salman, F. S., "Data analytics for operational risk management", Decision Science, 51(6), 2020, pp.1316-1319.   DOI
6 Chung, S. H., Ma, H. L., Hansen, M., and Choi, T. M., "Data science and analytics in aviation", Transportation Research Part E: Logistics and Transportation Review, 134, Online Published.
7 Ning, S., Sun, J., Liu, C., and Yi, Y., "Applications of deep learning in big data analytics for aircraft complex system anomaly detection", Proceedings of the Institution of Mechanical Engineers, Part O: Journal of Risk and Reliability, 235(5), 2021, pp.923-940.   DOI
8 KAIA, "Announcement of Implementation of Big Data-based Aviation Safety Management and Security Certification Technology Development Project in 2020".
9 Aviation News, "Enhancing data-driven aviation safety..." Operation of the Aviation Safety Data Analysis and Research Center, 2021.
10 MOLIT, "Regulations on the Processing and Utilization of Aviation Safety Data", 2020a.
11 Hadjimichael, M., "A fuzzy expert system for aviation risk assessment", Expert Systems with Application, 36(3), 2009, pp.6512-6519.   DOI
12 Denney, E., Pai, G., and Whiteside, I., "The role of safety architectures in aviation safety cases", Reliability Engineering & System Safety, 191, 2019, Online Published.
13 MOLIT, "Aviation Safety Act", 2021.
14 ICAO, "Annex 19 - Safety Management", 2016.
15 Lee, W. K., "Risk assessment modeling in aviation safety management", Journal of Air Transport Management, 12(5), 2006, pp.267-273.   DOI
16 Netjasov, F., and Janic, M., "A review of research on risk and safety modelling in civil aviation", Journal of Air Transport Management, 14(4), 2008, pp.213-220.   DOI
17 Shyur, H. J., "A quantitative model for aviation safety risk assessment", Computers & Industrial Engineering, 54(1), 2008, pp.34-44.   DOI
18 McFadden, K. L., and Towell, E. R., "Aviation human factors: A framework for the new millennium", Journal of Air Transport Management, 5(4), 1999, pp.177-184.   DOI
19 Han, Z. Y., and Weng, W. G., "Comparison study on qualitative and quantitative risk assessment methods for urban natural gas pipeline network", Journal of Hazardous Materials, 189(1-2), 2011, pp.509-518.
20 Scorzini, A. R., and Leopardi, M., "River basin planning: From qualitative to quantitative flood risk assessment: The case of Abruzzo Region (central Italy)", Natural Hazards, 88(1), 2017, pp.71-93.
21 Zolotukhin, A. B., and Gudmestad, O. T., "Application of fuzzy sets theory in qualitative and quantitative risk assessment", International Journal of Offshore and Polar Engineering, 12(04), Online Published.
22 Fung, I. W. H., Lo, T. Y., and Tung, K. C. F., "Towards a better reliability of risk assessment: Development of a qualitative & quantitative risk evaluation model (Q2REM) for different trades of construction works in Hong Kong", Accident Analysis & Prevention, 48, 2012, pp.167-184.   DOI
23 MOLIT, "State Safety Program", 2020b.
24 Aczel, J., and Thomas L. Saaty, "Procedures for synthesising ratio judgements", Journal of Mathematical Psychology, 27, 1983, 93-102.   DOI
25 Saaty, Thomas. L., "The Analytic Hierarchy Process: Planning, Priority Setting, Resource Allocation", 2nd ed., Pittsburgh, PA: RWS Publications, 1990.
26 Kim, H., Lee, H., and Park, M., "Quantitative risk assessment methodology for construction site", Korean Institute of Construction Engineering and Management, 2008, pp.463-466.
27 Frigge, M., Hoaglin, D. C., and Iglewicz, B., "Some implementations of the boxplot", The American Statistician, 43(1), 1989, pp. 50-54.   DOI
28 Ostroumov, I., Marais, K., Kuzmenko, N., and Fala, N., "Triple probability density distribution model in the task of aviation risk assessment", Aviation, 24(2), 2020, pp.57-65.   DOI
29 Kim, J. H., Lim, J. J., and Lee, J. R., "A study on the analysis of aviation safety data structure and standard classification", Journal of the Korean Society for Aviation and Aeronautics, 28(4), 2020, pp.89-101.   DOI
30 Oster Jr, C. V., Strong, J. S., and Zorn, C. K., "Analyzing aviation safety: Problems, challenges, opportunities", Research in TransportationEconomics, 43(1), 2013, pp.148-164.