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Design of Ship Trajectory Analysis and Application System Based on AIS

机译:基于AIS的船舶轨迹分析与应用系统设计

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摘要

This paper investigates the trajectory clustering methods at home and abroad, with the application status of AIS data mining. Based on data mining technology and navigation theory, the overall design scheme of ship trajectory analysis system is put forward. The design of the system adopts the principles and ideas of hierarchical and modular design. The prototype system is designed into three layers: data source layer, data processing and mining layer, and user interface layer. The original trajectory data is stored in structured space, feature extraction and trajectory segmentation are used to generate regional feature trajectory set. The clustering analysis of feature trajectory in the region is realized by using OPTICS algorithm and Hansdorff distance measurement method. Finally, the AIS preprocessing module of the prototype system is tested with real AIS data provided by a maritime bureau. The test results show that the module meets the design requirements.
机译:本文调查国内外轨迹聚类方法,AIS数据挖掘的应用现状。基于数据挖掘技术和导航理论,提出了船舶轨迹分析系统的整体设计方案。该系统的设计采用分层和模块化设计的原理和思路。原型系统设计为三层:数据源层,数据处理和挖掘层和用户界面层。原始轨迹数据存储在结构化空间中,特征提取和轨迹分段用于生成区域特征轨迹集。使用光学算法和Hansdorff距离测量方法实现了该区域特征轨迹的聚类分析。最后,使用Maritime局提供的真实AIS数据测试了原型系统的AIS预处理模块。测试结果表明,该模块符合设计要求。

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