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An Automatic Identification System (AIS) Database for Maritime Trajectory Prediction and Data Mining

机译:海事自动识别系统(aIs)数据库   轨迹预测与数据挖掘

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摘要

In recent years, maritime safety and efficiency become more and moreimportant across the world. Automatic Identification System (AIS) tracks vesselmovement by onboard transceiver and terrestrial and/or satellite base station.The data collected by AIS contains broadcast kinematic information and staticinformation. Both of them are useful for anomaly detection and route predictionwhich are key techniques in intelligent maritime research area. This paper isdevoted to construct a standard AIS database for maritime trajectory learning,prediction and data mining. A path prediction algorithm is tested on this AISdatabase and the testing results show this database can be used as astandardized training resource for different trajectory prediction algorithmsand other AIS data mining algorithms.
机译:近年来,海上安全和效率在世界范围内变得越来越重要。自动识别系统(AIS)跟踪船上收发器和地面和/或卫星基站的船只运动.AIS收集的数据包含广播运动信息和静态信息。它们都对异常检测和航路预测很有用,这是智能海事研究领域的关键技术。本文致力于构建用于航迹学习,预测和数据挖掘的标准AIS数据库。在该AIS数据库上测试了路径预测算法,测试结果表明该数据库可作为不同轨迹预测算法和其他AIS数据挖掘算法的标准化训练资源。

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