Automatic ship route design between two ports: A data-driven method
作者: Yuanqiao WenZhongyi SuiChunhui ZhouChangshi XiaoQianqian ChenDong HanYimeng Zhang
作者单位: 1National Engineering Research Center for Water Transport Safety, Wuhan, 430063, China
2Intelligent Transportation Systems Research Center, Wuhan, 430063, China
3School of Navigation, Wuhan University of Technology, Wuhan, 430063, China
4Hubei Key Laboratory of Inland Shipping Technology, Wuhan, 430063, China
刊名: Applied Ocean Research, 2020, Vol.96
来源数据库: Elsevier Journal
DOI: 10.1016/j.apor.2019.102049
关键词: Ship route designData-drivenShip dimensionsDBSCAN algorithmANN
原始语种摘要: Abstract(#br)With the forced installation of the ship's automatic identification system (AIS), a large amount of ship trajectory data in the world is generated. These data provide information on latitude, longitude, speed and course, and plenty of materials for maritime pattern extraction and vessel behavior prediction. And how to dig into these AIS data deeply to discover the ship behavior pattern is an important job. There are two key points on the automatic ship route design research: the turning area generation and the turning area linkage. In this paper, we integrate DBSCAN and Artificial Neural Network capable of automatic ship route design based on massive AIS data between certain ports. The main purpose of this study is to recognize the key regions by applying DBSCAN algorithm and...
全文获取路径: Elsevier  (合作)
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影响因子:1.072 (2012)

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关键词翻译
关键词翻译
  • design 设计
  • route 航线
  • between 在中间
  • dimensions 面积
  • automatic 自动的
  • according 按照
  • method 方法
  • driven 从动的
  • installation 安装
  • generation 世代