STMGCN: Mobile edge computing-empowered vessel trajectory prediction using spatio-temporal multigraph convolutional network
The revolutionary advances in machine learning and data mining techniques have
contributed greatly to the rapid developments of maritime Internet of Things (IoT). In maritime …
contributed greatly to the rapid developments of maritime Internet of Things (IoT). In maritime …
Deep learning-powered vessel trajectory prediction for improving smart traffic services in maritime Internet of Things
The maritime Internet of Things (IoT) has recently emerged as a revolutionary
communication paradigm where a large number of moving vessels are closely …
communication paradigm where a large number of moving vessels are closely …
Spatio-temporal multi-graph transformer network for joint prediction of multiple vessel trajectories
The vessel trajectory prediction plays a vital role in guaranteeing traffic safety for unmanned
surface vehicles and autonomous surface vessels. By leveraging advanced satellite …
surface vehicles and autonomous surface vessels. By leveraging advanced satellite …
[HTML][HTML] Deep bi-directional information-empowered ship trajectory prediction for maritime autonomous surface ships
It is critical to have accurate ship trajectory prediction for collision avoidance and intelligent
traffic management of manned ships and emerging Maritime Autonomous Surface Ships …
traffic management of manned ships and emerging Maritime Autonomous Surface Ships …
A novel method for ship trajectory prediction in complex scenarios based on spatio-temporal features extraction of AIS data
S Wang, Y Li, H Xing - Ocean Engineering, 2023 - Elsevier
Ship trajectory prediction plays a key role in the early warning and safety of maritime
navigation. Ship pilots must have a complete grasp of the future trajectories of ships within a …
navigation. Ship pilots must have a complete grasp of the future trajectories of ships within a …
k-GCN-LSTM: A k-hop Graph Convolutional Network and Long–Short-Term Memory for ship speed prediction
Ship speed information plays an important role in the maritime intelligent transportation
system, and ship speed prediction has attracted extensive attention in maritime community …
system, and ship speed prediction has attracted extensive attention in maritime community …
Vessel trajectory prediction in maritime transportation: Current approaches and beyond
The growing availability of maritime IoT traffic data and continuous expansion of the
maritime traffic volume, serving as the driving fuel, propel the latest Artificial Intelligence (AI) …
maritime traffic volume, serving as the driving fuel, propel the latest Artificial Intelligence (AI) …
A new method of inland water ship trajectory prediction based on long short-term memory network optimized by genetic algorithm
L Qian, Y Zheng, L Li, Y Ma, C Zhou, D Zhang - Applied Sciences, 2022 - mdpi.com
Ship position prediction plays a key role in the early warning and safety of inland waters and
maritime navigation. Ship pilots must have in-depth knowledge of the future position of their …
maritime navigation. Ship pilots must have in-depth knowledge of the future position of their …
Using deep learning to forecast maritime vessel flows
X Zhou, Z Liu, F Wang, Y Xie, X Zhang - Sensors, 2020 - mdpi.com
Forecasting vessel flows is important to the development of intelligent transportation systems
in the maritime field, as real-time and accurate traffic information has favorable potential in …
in the maritime field, as real-time and accurate traffic information has favorable potential in …
A ship trajectory prediction method based on GAT and LSTM
Ship trajectory prediction plays an important role in ship route planning and collision
avoidance in the development of autonomous ships. Previous models related to ship …
avoidance in the development of autonomous ships. Previous models related to ship …