[HTML][HTML] Ship trajectory prediction based on machine learning and deep learning: A systematic review and methods analysis

H Li, H Jiao, Z Yang - Engineering Applications of Artificial Intelligence, 2023 - Elsevier
Ship trajectory prediction based on Automatic Identification System (AIS) data has attracted
increasing interest as it helps prevent collision accidents and eliminate potential …

Design of vessel data lakehouse with big data and AI analysis technology for vessel monitoring system

S Park, CS Yang, JW Kim - Electronics, 2023 - mdpi.com
The amount of data in the maritime domain is rapidly increasing due to the increase in
devices that can collect marine information, such as sensors, buoys, ships, and satellites …

Extracting Mediterranean hidden fishing hotspots through big data mining

G Coro, L Pavirani, A Ellenbroek - IEEE Access, 2024 - ieeexplore.ieee.org
Monitoring fishing activity is crucial for fisheries management and governments to ensure
regulatory compliance and sustainable marine ecosystems. Analysing vessel movements …

Trajectories prediction in multi-ship encounters: Utilizing graph convolutional neural networks with GRU and Self-Attention Mechanism

X Zeng, M Gao, A Zhang, J Zhu, Y Hu, P Chen… - Computers and …, 2024 - Elsevier
Multi-ship encounters are the essential prerequisite for collision accidents at sea, with the
result that the study of trajectories prediction in multi-ship encounters is of great significance …

Deep learning innovations in South Korean maritime navigation: Enhancing vessel trajectories prediction with AIS data

U Zaman, J Khan, E Lee, AS Balobaid, RY Aburasain… - PloS one, 2024 - journals.plos.org
Predicting ship trajectories can effectively forecast navigation trends and enable the orderly
management of ships, which holds immense significance for maritime traffic safety. This …

Monitoring and controlling marine activity using iot system

ML Talib, S Thanakodi, NM Noor… - Malaysian Journal of …, 2021 - adab.um.edu.my
Marine activities at sea are very popular with the people of the world. Various marine
activities such as swimming, boating, fishing and even shipping are often done on the coast …

Anomalous behavior detection of vessels based on shore-based radar data

L Xia, K Xu, J Jin, Z Shi, Z Wang… - … Conference on Control …, 2021 - ieeexplore.ieee.org
It is a consensus that anomalous behavior detection of marine vessels is critical for
improving navigation efficiency and ensuring navigation safety. However, most conventional …