Sensors and AI techniques for situational awareness in autonomous ships: A review

S Thombre, Z Zhao, H Ramm-Schmidt… - IEEE transactions on …, 2020 - ieeexplore.ieee.org
Autonomous ships are expected to improve the level of safety and efficiency in future
maritime navigation. Such vessels need perception for two purposes: to perform …

Long short-term memory-based deep recurrent neural networks for target tracking

C Gao, J Yan, S Zhou, PK Varshney, H Liu - Information Sciences, 2019 - Elsevier
Target tracking is a difficult estimation problem due to target motion uncertainty and
measurement origin uncertainty. In this paper, we consider the target tracking problem in the …

The ship movement trajectory prediction algorithm using navigational data fusion

P Borkowski - Sensors, 2017 - mdpi.com
It is essential for the marine navigator conducting maneuvers of his ship at sea to know
future positions of himself and target ships in a specific time span to effectively solve …

Fusion of sensor measurements and target-provided information in multitarget tracking

D Gaglione, P Braca, G Soldi, F Meyer… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
Tracking multiple time-varying states based on heterogeneous observations is a key
problem in many applications. Here, we develop a statistical model and algorithm for …

GF-4 satellite and automatic identification system data fusion for ship tracking

Y Liu, L Yao, W Xiong, Z Zhou - IEEE Geoscience and Remote …, 2018 - ieeexplore.ieee.org
GF-4 satellite, as the first geostationary orbit optical remote sensing satellite with medium
resolution, has the abilities to point and stare at a particular sea area for maritime …

Maneuvering target tracking with recurrent neural networks for radar application

C Gao, H Liu, S Zhou, H Su, B Chen… - … Conference on Radar …, 2018 - ieeexplore.ieee.org
Maneuvering target tracking is a problem of state estimation where the system undergoes
abrupt changes. Traditional model-based approaches to this problem are threatened by the …

Context-aware and occlusion handling mechanism for online visual object tracking

K Mehmood, A Jalil, A Ali, B Khan, M Murad, WU Khan… - Electronics, 2020 - mdpi.com
Object tracking is still an intriguing task as the target undergoes significant appearance
changes due to illumination, fast motion, occlusion and shape deformation. Background …

Towards a maritime cyber range training environment

G Potamos, A Peratikou… - 2021 IEEE International …, 2021 - ieeexplore.ieee.org
Maritime Organizations, private companies, Governmental and Legal Authorities related to
the Maritime Domain are significantly considering the impact of Cyberattacks. Cybersecurity …

Detection of ais closing behavior and mmsi spoofing behavior of ships based on spatiotemporal data

T Zhang, S Zhao, B Cheng, J Chen - Remote Sensing, 2020 - mdpi.com
In marine transportation, many ships are equipped with AIS devices. The AIS data sent by
AIS devices can help the maritime authorities and other ships obtain the navigation …

Track Association and Fusion in Maritime Tactical Data System: A Review

A Nurfalah, SH Supangkat… - … Technology Systems and …, 2022 - ieeexplore.ieee.org
Tactical Data System (TDS) is a software system used on ship/aircraft platforms for
navigation and surveillance. In the maritime domain, modern TDS is connected to various …