Is the vessel fishing? Discrimination of fishing activity with low-cost intelligent mobile devices through traditional and heuristic approaches

作者:

Highlights:

• European fishing ships are controlled by a vessel monitoring system (VMS).

• FAMI system exceeds in reliability and accuracy the current VMS.

• The mobile’ sensors can be used by learning machines to predict fishing events.

• Multilayer perceptrons identified correctly 96.26% of the fishing events.

摘要

•European fishing ships are controlled by a vessel monitoring system (VMS).•FAMI system exceeds in reliability and accuracy the current VMS.•The mobile’ sensors can be used by learning machines to predict fishing events.•Multilayer perceptrons identified correctly 96.26% of the fishing events.

论文关键词:Vessel monitoring system,Mobile device,Sensor,Trawl fishing,Ship’s behavior,Machine learning

论文评审过程:Received 12 November 2020, Revised 20 September 2021, Accepted 28 March 2022, Available online 1 April 2022, Version of Record 5 April 2022.

论文官网地址:https://doi.org/10.1016/j.eswa.2022.117091