Probabilistic ship domain with applications to ship collision risk assessment

被引:126
作者
Zhang, Liye [1 ]
Meng, Qiang [2 ]
机构
[1] ASTAR, Inst High Performance Comp, Singapore 118411, Singapore
[2] Natl Univ Singapore, Dept Civil & Environm Engn, Singapore 117576, Singapore
关键词
Probabilistic ship domain; Big AIS data; Ship collision risk assessment; ANALYTICAL FRAMEWORK; SAFETY CRITERION; NAVIGATION; AVOIDANCE; PORT;
D O I
10.1016/j.oceaneng.2019.106130
中图分类号
U6 [水路运输]; P75 [海洋工程];
学科分类号
0814 ; 081505 ; 0824 ; 082401 ;
摘要
Ship domain plays a critical role in ship traffic risk assessment and safe navigation. Today, the widely available AIS data makes it possible to capture the diverse behaviors of navigators and navigational conditions by vessel trajectories in practice. We propose the novel concept of probabilistic ship domain, which depicts the ship domain boundary as the vague value rather than the crisp value with a forbidden boundary and a desired boundary. We also develop an effective big AIS data driven approach to determine the probabilistic ship domain. We further investigate how to use the probabilistic ship domain to assess ship collision risk. Finally, a few case studies from the Singapore Strait are conducted to show the merits of the probabilistic ship domain and the big MS data driven approach.
引用
收藏
页数:11
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