A risk analysis model for Arctic escort operations based on STPA and Bayesian Networks

IF 6.3 2区 工程技术 Q1 ENGINEERING, CIVIL
Ocean Engineering Pub Date : 2026-04-30 Epub Date: 2026-02-23 DOI:10.1016/j.oceaneng.2026.124782
Yang Lu, Yutong Jiang, Yuejun Liu, Baoyu Ni, Yanzhuo Xue
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引用次数: 0

Abstract

This study proposes a risk analysis model integrating Systems-Theoretic Process Analysis (STPA) and Bayesian Networks. The model comprehensively incorporates environmental, vessel, human, and organisational/management factors to assess the risks of collision between the escorted vessel and the icebreaker, collision between the escorted vessel and ice, and besetting of the escorted vessel in ice across the five sea areas along the Northeast Passage. The results demonstrate that the proposed model effectively captures the distribution characteristics of risks associated with icebreaker escort operations across the various sea areas. Consequently, it can serve as a valuable tool for guiding icebreaker service operations and navigational decision-making. Furthermore, this study confirms that August and September represent the optimal navigation period along the Northeast Passage. Compared to the other sea areas, the East Siberian Sea exhibits substantially higher risks during icebreaker escort operations. Ice thickness, ice concentration, navigation experience, emergency response capability, vessel speed, propulsion and manoeuvring system performance, ice condition information services, and emergency response and rescue plans are identified as the primary risk factors influencing icebreaker escort operations in this region.
基于STPA和贝叶斯网络的北极护航行动风险分析模型
本研究提出一种整合系统理论过程分析(STPA)与贝叶斯网路的风险分析模型。该模型综合考虑了环境因素、船舶因素、人为因素和组织/管理因素,评估了护航船与破冰船碰撞风险、护航船与冰碰撞风险以及护航船在东北航道五个海域遇冰困扰风险。结果表明,所提出的模型有效地捕捉了与不同海域的破冰船护航行动相关的风险分布特征。因此,它可以作为指导破冰船服务操作和航行决策的有价值的工具。此外,研究还证实了8月和9月是东北航道的最佳航行期。与其他海域相比,东西伯利亚海在破冰船护航行动中表现出更高的风险。冰厚、冰浓度、航行经验、应急响应能力、船舶航速、推进和操纵系统性能、冰情信息服务、应急响应和救援计划是影响该地区破冰船护航行动的主要风险因素。
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来源期刊
Ocean Engineering
Ocean Engineering 工程技术-工程:大洋
CiteScore
7.30
自引率
34.00%
发文量
2379
审稿时长
8.1 months
期刊介绍: Ocean Engineering provides a medium for the publication of original research and development work in the field of ocean engineering. Ocean Engineering seeks papers in the following topics.
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