Developing a Ship Collision Risk Assessment Model with Internal and External Factors: Focused on South Korea Maritime Environment

IF 2 4区 工程技术 Q2 ENGINEERING, CIVIL
Sangwon Park, Jiho Yeo, Kyonghan Lee
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Abstract

Maritime collisions pose significant risks, prompting the need for robust risk assessment models to enhance safety measures. This study endeavors to develop a comprehensive ship collision risk model reflecting the intricate marine traffic environment in South Korea. Through a survey of experienced maritime personnel and a random forest model analysis, an evaluation model integrating internal and external factors was devised. Internal factors were determined through conjoint analysis, emphasizing encounter relationships, separation distance, and vessel speed. External risk factors were established using a random forest model based on historical collision data. The model’s efficacy was then applied to and validated in the vicinity of Busan Port, a region with complex marine traffic. The resulting risk map highlighted high-risk areas, offering valuable insights for risk management and policy formulation. This model provides a foundational framework for maritime safety policy decisions, representing a significant contribution to collision risk assessment methodologies.

Abstract Image

开发包含内部和外部因素的船舶碰撞风险评估模型:以韩国海洋环境为重点
海上碰撞会带来巨大风险,因此需要强有力的风险评估模型来加强安全措施。本研究致力于开发一个全面的船舶碰撞风险模型,以反映韩国错综复杂的海上交通环境。通过对经验丰富的海事人员进行调查和随机森林模型分析,设计了一个综合内部和外部因素的评估模型。内部因素是通过联合分析确定的,重点是相遇关系、间隔距离和船舶速度。外部风险因素则通过基于历史碰撞数据的随机森林模型确定。然后,在海上交通复杂的釜山港附近应用并验证了该模型的有效性。由此绘制的风险地图突出了高风险区域,为风险管理和政策制定提供了宝贵的见解。该模型为海事安全政策决策提供了一个基础框架,是对碰撞风险评估方法的重大贡献。
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来源期刊
Journal of Advanced Transportation
Journal of Advanced Transportation 工程技术-工程:土木
CiteScore
5.00
自引率
8.70%
发文量
466
审稿时长
7.3 months
期刊介绍: The Journal of Advanced Transportation (JAT) is a fully peer reviewed international journal in transportation research areas related to public transit, road traffic, transport networks and air transport. It publishes theoretical and innovative papers on analysis, design, operations, optimization and planning of multi-modal transport networks, transit & traffic systems, transport technology and traffic safety. Urban rail and bus systems, Pedestrian studies, traffic flow theory and control, Intelligent Transport Systems (ITS) and automated and/or connected vehicles are some topics of interest. Highway engineering, railway engineering and logistics do not fall within the aims and scope of JAT.
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