The promises and perils of Automatic Identification System data
作者：
Highlights：
• The promises and perils of AIS data are considered across different domains.
• The promises and perils of AIS data are interrelated and can be represented as a Concept map.
• We have identified reasons that lead to noise in AIS data.
• We empirically validate the promises and perils through a mixed-method study.
• AIS data should be used in corroboration with other data sources.
• Relying solely on AIS data can lead to inconsistencies.
摘要
•The promises and perils of AIS data are considered across different domains.•The promises and perils of AIS data are interrelated and can be represented as a Concept map.•We have identified reasons that lead to noise in AIS data.•We empirically validate the promises and perils through a mixed-method study.•AIS data should be used in corroboration with other data sources.•Relying solely on AIS data can lead to inconsistencies.
论文关键词：AIS data,Data mining,Navigation safety,Ship behavior analysis,Environmental evaluation,Advanced applications of AIS data
论文评审过程：Received 15 October 2020, Revised 16 March 2021, Accepted 27 March 2021, Available online 2 April 2021, Version of Record 22 April 2021.
论文官网地址：https://doi.org/10.1016/j.eswa.2021.114975
