Anomaly detection in maritime AIS tracks: A review of recent approaches
The automatic identification system (AIS) was introduced in the maritime domain to increase
the safety of sea traffic. AIS messages are transmitted as broadcasts to nearby ships and …
the safety of sea traffic. AIS messages are transmitted as broadcasts to nearby ships and …
Data and domain knowledge dual‐driven artificial intelligence: Survey, applications, and challenges
At present, the mainstream mode of machine learning algorithms is the data‐driven method,
which mainly relies on the self‐learning ability of deep neural networks and continuously …
which mainly relies on the self‐learning ability of deep neural networks and continuously …
COVID-19 impact on global maritime mobility
To prevent the outbreak of the Coronavirus disease (COVID-19), many countries around the
world went into lockdown and imposed unprecedented containment measures. These …
world went into lockdown and imposed unprecedented containment measures. These …
Unsupervised maritime anomaly detection for intelligent situational awareness using AIS data
With the mandatory implementation of the automatic identification system and the rapid
advancement of relevant satellite communication technologies, a vast amount of vessel …
advancement of relevant satellite communication technologies, a vast amount of vessel …
Envclus*: Extracting common pathways for effective vessel trajectory forecasting
The task of accurately forecasting the trajectory of a vessel, and in general a moving object
operating in free space until its destination remains an open challenge. This paper …
operating in free space until its destination remains an open challenge. This paper …
Space-based global maritime surveillance. Part II: Artificial intelligence and data fusion techniques
Maritime surveillance (MS) is of paramount importance for search and rescue operations,
fishery monitoring, pollution control, law enforcement, migration monitoring, and national …
fishery monitoring, pollution control, law enforcement, migration monitoring, and national …
A comparison of trajectory compression algorithms over AIS data
Today's industry is flooded with tracking data originating from vessels across the globe that
transmit their position at frequent intervals. These voluminous and high-speed streams of …
transmit their position at frequent intervals. These voluminous and high-speed streams of …
Maritime anomaly detection for vessel traffic services: a survey
T Stach, Y Kinkel, M Constapel… - Journal of Marine Science …, 2023 - mdpi.com
A Vessel Traffic Service (VTS) plays a central role in maritime traffic safety. Regulations are
given by the International Maritime Organization (IMO) and Guidelines by the International …
given by the International Maritime Organization (IMO) and Guidelines by the International …
An approach for traffic pattern recognition integration of ship AIS data and port geospatial features
G Li, X Zhang, L Jiang, C Wang… - Geo-spatial Information …, 2024 - Taylor & Francis
Recognition of ship traffic patterns can provide insights into the rules of navigation,
maneuvering, and collision avoidance for ships at sea. This is essential for ensuring safe …
maneuvering, and collision avoidance for ships at sea. This is essential for ensuring safe …
Understanding evolution of maritime networks from automatic identification system data
Recent studies on maritime traffic model the interplay between vessels and ports as a graph,
which is often built using automatic identification system (AIS) data. However, only a few …
which is often built using automatic identification system (AIS) data. However, only a few …