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Machine learning for anomaly detection: A systematic review
Anomaly detection has been used for decades to identify and extract anomalous
components from data. Many techniques have been used to detect anomalies. One of the …
components from data. Many techniques have been used to detect anomalies. One of the …
Big data and artificial intelligence in the maritime industry: a bibliometric review and future research directions
This study provides a bibliometric review of 279 studies on the applications of big data and
artificial intelligence (AI) in the maritime industry, published in 214 academic outlets …
artificial intelligence (AI) in the maritime industry, published in 214 academic outlets …
[HTML][HTML] Incorporation of AIS data-based machine learning into unsupervised route planning for maritime autonomous surface ships
Abstract Maritime Autonomous Surface Ships (MASS) are deemed as the future of maritime
transport. Although showing attractiveness in terms of the solutions to emerging challenges …
transport. Although showing attractiveness in terms of the solutions to emerging challenges …
Real-time big data processing for anomaly detection: A survey
The advent of connected devices and omnipresence of Internet have paved way for
intruders to attack networks, which leads to cyber-attack, financial loss, information theft in …
intruders to attack networks, which leads to cyber-attack, financial loss, information theft in …
Unsupervised hierarchical methodology of maritime traffic pattern extraction for knowledge discovery
Owing to the space–air–ground integrated networks (SAGIN), seaborne ship** has
attracted increasing interest in the research on the motion behavior knowledge extraction …
attracted increasing interest in the research on the motion behavior knowledge extraction …
[HTML][HTML] 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 …
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 …
Exploiting AIS data for intelligent maritime navigation: A comprehensive survey from data to methodology
The automatic identification system (AIS) tracks vessel movement by means of electronic
exchange of navigation data between vessels, with onboard transceiver, terrestrial, and/or …
exchange of navigation data between vessels, with onboard transceiver, terrestrial, and/or …
[HTML][HTML] A framework for ship abnormal behaviour detection and classification using AIS data
This paper proposes a method for detecting and classifying ship abnormal behaviour in ship
trajectories. The method involves generating parameter profiles for the ship's trajectory and …
trajectories. The method involves generating parameter profiles for the ship's trajectory and …
Data-driven methods for detection of abnormal ship behavior: Progress and trends
Maritime traffic safety influences the development of world economies. A major aspect to
enhance maritime traffic safety is the effective detection of abnormal ship behavior (DASB) …
enhance maritime traffic safety is the effective detection of abnormal ship behavior (DASB) …