Estimation of ship operational efficiency from AIS data using big data technology
Sign Up to like & getrecommendations! Published in 2020 at "International Journal of Naval Architecture and Ocean Engineering"
DOI: 10.1016/j.ijnaoe.2020.03.007
Abstract: Abstract To prevent pollution from ships, the Energy Efficiency Design Index (EEDI) is a mandatory guideline for all new ships. The Ship Energy Efficiency Management Plan (SEEMP) has also been applied by MARPOL to all… read more here.
Keywords: big data; ais data; operational efficiency; efficiency ... See more keywords
AIS data-driven approach to estimate navigable capacity of busy waterways focusing on ships entering and leaving port
Sign Up to like & getrecommendations! Published in 2020 at "Ocean Engineering"
DOI: 10.1016/j.oceaneng.2020.108215
Abstract: Abstract This paper proposes a novel data-driven approach to estimate the navigable capacity of busy waterways, focusing on ships entering and leaving port, based on the structural characteristics of traffic flow driven by the Automatic… read more here.
Keywords: approach estimate; capacity; estimate navigable; ais data ... See more keywords
Bias in Global Fishing Watch AIS data analyses results in overestimate of Northeast Atlantic pelagic fishing impact
Sign Up to like & getrecommendations! Published in 2025 at "ICES Journal of Marine Science"
DOI: 10.1093/icesjms/fsaf033
Abstract: The ability to pinpoint fishing activity in the world’s oceans has greatly improved over the past decades, a period in which both satellite-based vessel monitoring systems (VMS) and automatic identification systems (AIS) were introduced for… read more here.
Keywords: fishing; ais data; fishing watch; data analyses ... See more keywords
Maritime Traffic Route Detection Framework Based on Statistical Density Analysis From AIS Data Using a Clustering Algorithm
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Access"
DOI: 10.1109/access.2022.3154363
Abstract: Maritime traffic routes by ships navigation vary according to country and geographic characteristics, and they differ according to the characteristics of the ships. In ocean areas adjacent to coasts, regulated routes are present, e.g., traffic… read more here.
Keywords: route; density; ais data; traffic ... See more keywords
Multi-Label Classification for AIS Data Anomaly Detection Using Wavelet Transform
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Access"
DOI: 10.1109/access.2022.3214217
Abstract: Thanks to the Automatic Identification System (AIS), ships and other maritime equipment are able to communicate with each other, for example, by sending information about their position. This solution allows for early collision detection when… read more here.
Keywords: wavelet transform; detection; multi label; anomaly detection ... See more keywords
AIS Data Aided Rayleigh CFAR Ship Detection Algorithm of Multiple-Target Environment in SAR Images
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Aerospace and Electronic Systems"
DOI: 10.1109/taes.2021.3111849
Abstract: This article proposes an automatic identification system (AIS) data aided Rayleigh constant false alarm rate (AIS-RCFAR) ship detection algorithm of multiple-target environment in synthetic aperture radar (SAR) images. This method aims to improve the detection… read more here.
Keywords: target environment; detection; multiple target; ais data ... See more keywords
AIS-FCANet: Long-Term AIS Data Assisted Frequency-Spatial Contextual Awareness Network for Salient Ship Detection in SAR Imagery
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Transactions on Aerospace and Electronic Systems"
DOI: 10.1109/taes.2025.3588484
Abstract: Salient ship detection in synthetic aperture radar (SAR) imagery plays a crucial role in maritime surveillance. However, traditional single-modal SAR methods are constrained by limited ship-relevant information and weak feature extraction robustness, which hinders detection… read more here.
Keywords: detection; ais data; frequency spatial; sar ... See more keywords
Impacts of COVID-19 on Ship Behaviours in Port Area: An AIS Data-Based Pattern Recognition Approach
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Intelligent Transportation Systems"
DOI: 10.1109/tits.2022.3147377
Abstract: The advent of the COVID-19 pandemic disrupted global commercial activities and the tourism industry heavily. Impacts on maritime transportation were huge, as seaborne trade represents over 80% of global merchandise trade. Investigating how COVID-19 has… read more here.
Keywords: port area; analysis; impacts covid; ais data ... See more keywords
AISChain: Blockchain-Based AIS Data Platform With Dynamic Bloom Filter Tree
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Transactions on Intelligent Transportation Systems"
DOI: 10.1109/tits.2022.3188691
Abstract: Since 2002, hundreds of thousands of vessels have equipped the Automatic Identification System (AIS), which continuously broadcasts its identity and location information for vessel collision avoidance. To utilize these scattered AIS data for further analysis,… read more here.
Keywords: blockchain; data platform; ais; ais data ... See more keywords
An AIS Data-Driven Hybrid Approach to Ship Trajectory Prediction
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Transactions on Systems, Man, and Cybernetics: Systems"
DOI: 10.1109/tsmc.2024.3458469
Abstract: The safety of navigation is critical in areas with heavy and complex traffic. Accurate prediction of the future trajectory of ships is crucial, especially in encounter situations where conventional navigational devices are prone to high… read more here.
Keywords: hybrid approach; ais data; prediction; data driven ... See more keywords
An online identification approach for ship domain model based on AIS data
Sign Up to like & getrecommendations! Published in 2022 at "PLoS ONE"
DOI: 10.1371/journal.pone.0265266
Abstract: As an important basis of navigation safety decisions, ship domains have always been a pilot concern. In the past, model parameters were usually obtained from statistics of massive historical cumulative data, but the results were… read more here.
Keywords: identification; real time; ship; ais data ... See more keywords