Maritime anomaly detection: A review

M Riveiro, G Pallotta, M Vespe - Wiley Interdisciplinary Reviews …, 2018 - Wiley Online Library
The surveillance of large sea areas normally requires the analysis of large volumes of
heterogeneous, multidimensional and dynamic sensor data, in order to improve vessel traffic …

Machine learning for the detection and identification of Internet of Things devices: A survey

Y Liu, J Wang, J Li, S Niu… - IEEE Internet of Things …, 2021 - ieeexplore.ieee.org
The Internet of Things (IoT) is becoming an indispensable part of everyday life, enabling a
variety of emerging services and applications. However, the presence of rogue IoT devices …

Maritime data integration and analysis: recent progress and research challenges

C Claramunt, C Ray, L Salmon… - Advances in …, 2017 - openaccess.city.ac.uk
The correlated exploitation of heterogeneous data sources offering very large historical as
well as streaming data is important to increasing the accuracy of computations when …

AIS data vulnerability indicated by a spoofing case-study

A Androjna, M Perkovič, I Pavic, J Mišković - Applied Sciences, 2021 - mdpi.com
This paper takes a close look at the landscape of the Automatic Identification System (AIS)
as a major source of information for maritime situational awareness (MSA) and identifies its …

Data integrity assessment for maritime anomaly detection

C Iphar, C Ray, A Napoli - Expert Systems with Applications, 2020 - Elsevier
In the last years, systems broadcasting mobility data underwent a rise in cyberthreats,
jeopardising their normal use and putting both users and their environment at risk. In this …

An expert-based method for the risk assessment of anomalous maritime transportation data

C Iphar, A Napoli, C Ray - Applied Ocean Research, 2020 - Elsevier
Risks in maritime navigation linked to cyberthreats emerge, and they must be assessed
together with the more traditional risks such as grounding or colliding another vessel, as …

Towards a unified cybersecurity testing lab for satellite, aerospace, avionics, maritime, drone (SAAMD) technologies and communications

A Costin, H Turtiainen, S Khandker… - ar**
PM Laso, L Salmon, M Bozhilova, I Ivanov… - … and Advances in …, 2021 - Springer
Cruise ships nowadays can carry more than 5500 passengers and 2200 crew members for
an average time of seven days per trip. The cruising industry makes up a large proportion of …