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The Design and Development of a Ship Trajectory Data Management and Analysis System Based on AIS [PDF]
Sensors, 2021 To address the data storage, management, analysis, and mining of ship targets, the object-oriented method was employed to design the overall structure and functional modules of a ship trajectory data management and analysis system (STDMAS).
Chengxu Feng +3 more
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Ship Trajectory Clustering Based on Trajectory Resampling and Enhanced BIRCH Algorithm
Journal of Marine Science and Engineering, 2023 Automatic identification systems (AIS) provides massive ship trajectory data for maritime traffic management, route planning, and other research. In order to explore the valuable ship traffic characteristics contained implicitly in massive AIS data, a ...
Zhaojin Yan +5 more
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Research on autonomous route generation method based on AIS ship trajectory big data and improved LSTM algorithm [PDF]
Frontiers in Neurorobotics, 2022 The autonomous generation of routes is an important part of ship intelligence and it can be realized by deep learning of the big data of automatic identification system (AIS) ship trajectories.
ChangXi Zhuang, Chao Chen
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Research into Ship Trajectory Prediction Based on An Improved LSTM Network
Journal of Marine Science and Engineering, 2023 The establishment of ship trajectory prediction is critical in analyzing trajectory data. It serves as a critical reference point for identifying abnormal behavior and potential collision risks for ships. Accurate and real-time ship trajectory prediction
Jiangnan Zhang +5 more
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Research on Ship Trajectory Classification Based on a Deep Convolutional Neural Network
Journal of Marine Science and Engineering, 2022 With the aim of solving the problems of ship trajectory classification and channel identification, a ship trajectory classification method based on deep a convolutional neural network is proposed.
Tao Guo, Lei Xie
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Journal of Marine Science and Engineering, 2022 Automatic Identification System (AIS) data-supported ship trajectory analysis consistently helps maritime regulations and practitioners make reasonable traffic controlling and management decisions.
Xinqiang Chen +5 more
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Journal of Marine Science and Engineering, 2023 Outliers of ship trajectory from the Automatic Identification System (AIS) onboard a ship will affect the accuracy of maritime situation awareness, especially for a regular ship trajectory mixed with a spoofing ship, which has an unauthorized Maritime ...
Hailin Zheng +5 more
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Sensors, 2022 Ship type classification is an essential task in maritime navigation domains, contributing to shipping monitoring, analysis, and forecasting. Presently, with the development of ship positioning and monitoring systems, many ship trajectory acquisitions ...
Tao Sun +4 more
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Model predictive ship trajectory tracking system based on line of sight method [PDF]
Bulletin of the Polish Academy of Sciences: Technical Sciences, 2023 Maritime Autonomous Surface Ships (MASS) perfectly fit into the future vision of merchant fleet. MASS autonomous navigation system combines automatic trajectory tracking and supervisor safe trajectory generation subsystems.
Anna Miller
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A Hybrid Prediction Model Based on KNN-LSTM for Vessel Trajectory
Mathematics, 2022 Trajectory prediction technology uses the trajectory data of historical ships to predict future ship trajectory, which has significant application value in the field of ship driving and ship management. With the popularization of Automatic Identification
Lixiang Zhang +5 more
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