[HTML][HTML] Ship trajectory prediction based on machine learning and deep learning: A systematic review and methods analysis
Ship trajectory prediction based on Automatic Identification System (AIS) data has attracted
increasing interest as it helps prevent collision accidents and eliminate potential …
increasing interest as it helps prevent collision accidents and eliminate potential …
A CNNGRU-MHA method for ship trajectory prediction based on marine fusion data
J Bi, M Gao, K Bao, W Zhang, X Zhang, H Cheng - Ocean Engineering, 2024 - Elsevier
Predicting ship trajectories is significant for early warning of potential collision and reducing
the probability of marine accidents. Previously, multi-ship trajectories prediction methods …
the probability of marine accidents. Previously, multi-ship trajectories prediction methods …
[HTML][HTML] Sampling-based collision and grounding avoidance for marine crafts
Collisions and groundings account for a great deal of fiscal losses and human risks in the
statistics of marine accidents related to ocean going vessels. With highly automated vessels …
statistics of marine accidents related to ocean going vessels. With highly automated vessels …
[HTML][HTML] Artificial Intelligence in Ship Trajectory Prediction
J Bi, H Cheng, W Zhang, K Bao, P Wang - Journal of Marine Science and …, 2024 - mdpi.com
Maritime traffic is increasing more and more, creating more complex navigation
environments for ships. Ship trajectory prediction based on historical AIS data is a vital …
environments for ships. Ship trajectory prediction based on historical AIS data is a vital …
Autonomous surface vessel with remote human on the loop: System design for stcw compliance
K Dittmann, PN Hansen, D Papageorgiou, S Jensen… - IFAC-PapersOnLine, 2021 - Elsevier
Autonomous surface vessels comprise complex automated systems with advanced onboard
sensors. These help establish situation awareness and perform many of the complex tasks …
sensors. These help establish situation awareness and perform many of the complex tasks …
[HTML][HTML] Deep learning innovations in South Korean maritime navigation: Enhancing vessel trajectories prediction with AIS data
Predicting ship trajectories can effectively forecast navigation trends and enable the orderly
management of ships, which holds immense significance for maritime traffic safety. This …
management of ships, which holds immense significance for maritime traffic safety. This …
Autonomy for ferries and harbour buses: a collision avoidance perspective
This paper provides a collision avoidance perspective to maritime autonomy, in the shift
towards Maritime Autonomous Surface Ships (MASS). In particular, the paper presents the …
towards Maritime Autonomous Surface Ships (MASS). In particular, the paper presents the …
[HTML][HTML] Construction of a Real-Time Ship Trajectory Prediction Model Based on Ship Automatic Identification System Data
D Xi, Y Feng, W Jiang, N Yang, X Hu… - … International Journal of …, 2023 - mdpi.com
The extraction of ship behavior patterns from Automatic Identification System (AIS) data and
the subsequent prediction of travel routes play crucial roles in mitigating the risk of ship …
the subsequent prediction of travel routes play crucial roles in mitigating the risk of ship …
Stochastic COLREGs Evaluation for Safe Navigation under Uncertainty
PN Hansen, D Papageorgiou, R Galeazzi… - arXiv preprint arXiv …, 2024 - arxiv.org
The encounter situation between marine vessels determines how they should navigate to
obey COLREGs, but time-varying and stochastic uncertainty in estimation of angles of …
obey COLREGs, but time-varying and stochastic uncertainty in estimation of angles of …
Ship trajectory prediction using encoder–decoder-based deep learning models
B Düz, E van Iperen - Journal of Location Based Services, 2024 - Taylor & Francis
Accurate prediction of ship trajectories can be an important capability for various maritime
transport applications, such as vessel traffic services (VTS), traffic flow assessment, and …
transport applications, such as vessel traffic services (VTS), traffic flow assessment, and …