Marine traffic model based on cellular automaton: Considering the change of the ship's velocity under the influence of the weather and sea

被引:22
作者
Qi, Le [1 ]
Zheng, Zhongyi [1 ]
Gang, Longhui [1 ]
机构
[1] Dalian Maritime Univ, Nav Coll, Dalian 116026, Peoples R China
基金
中国国家自然科学基金;
关键词
Ship traffic flow; Velocity change; Weather and sea; Cellular automaton; DEPENDENT RANDOMIZATION; VEHICLE FLOWS; SIMULATION; OPTIMIZATION; DOMAIN; DECELERATION; CRITERION; BEHAVIOR; HEADWAY;
D O I
10.1016/j.physa.2017.04.125
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
It was found that the ships' velocity change, which is impacted by the weather and sea, e.g., wind, sea wave, sea current, tide, etc., is significant and must be considered in the marine traffic model. Therefore, a new marine traffic model based on cellular automaton (CA) was proposed in this paper. The characteristics of the ship's velocity change are taken into account in the model. First, the acceleration of a ship was divided into two components: regular component and random component. Second, the mathematical functions and statistical distribution parameters of the two components were confirmed by spectral analysis, curve fitting and auto-correlation analysis methods. Third, by combining the two components, the acceleration was regenerated in the update rules for ships' movement. To test the performance of the model, the ship traffic flows in the Dover Strait, the Changshan Channel and the Qiongzhou Strait were studied and simulated. The results show that the characteristics of ships' velocities in the simulations are consistent with the measured data by Automatic Identification System (AIS). Although the characteristics of the traffic flow in different areas are different, the velocities of ships can be simulated correctly. It proves that the velocities of ships under the influence of weather and sea can be simulated successfully using the proposed model. (C) 2017 Elsevier B.V. All rights reserved.
引用
收藏
页码:480 / 494
页数:15
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