- AIS data|driven ship trajectory prediction modelling and analysis ...🔍
- andimultazam/vessel|trajectory|prediction🔍
- Vessel Trajectory Prediction at Inner Harbor Based on Deep ...🔍
- Prediction oof Vessel Trajectories From AIS Data Via Sequence|To ...🔍
- Hybrid deep learning models for ship trajectory prediction in ...🔍
- Ship Trajectory Prediction Using AIS Data with TransFormer|Based AI🔍
- Vessel trajectory prediction based on AIS data and bidirectional GRU🔍
- Vessel Trajectory Prediction Based on AIS Data🔍
Vessel Trajectory Prediction Based on AIS Data
AIS data-driven ship trajectory prediction modelling and analysis ...
It is found that the research methods for ship trajectory prediction are divided into two categories: based on motion characteristics and historical trajectory ...
andimultazam/vessel-trajectory-prediction - GitHub
AIS-based Vessel Trajectory Prediction · Introduction · AIS Data Collection · Exploratory Data Analysis. Data Description; Data Preprocessing; Data Visualization.
Vessel Trajectory Prediction at Inner Harbor Based on Deep ... - MDPI
This study aims to improve vessel trajectory prediction in the inner harbor of Busan Port using Automatic Identification System (AIS) data and deep-learning ...
Prediction oof Vessel Trajectories From AIS Data Via Sequence-To ...
Abstract: In this paper, we address the problem of predicting vessel trajectories based on Automatic Identification System (AIS) data. The goal is to learn ...
Hybrid deep learning models for ship trajectory prediction in ...
Xiao et al. (2023) proposed a bidirectional data-driven trajectory prediction method based on AIS data historical data, the model fused the ...
This research aims to develop AI-based route prediction from AIS data, enhancing vessel safety and traffic efficiency. Fishing vessels present unique challenges ...
Vessel trajectory prediction based on AIS data and bidirectional GRU
The prediction of vessel berthing trajectory can provide reference for the supervision of vessel traffic services, and has high application value in the ...
Vessel Trajectory Prediction Based on AIS Data: Dual-Path Spatial ...
With the rapid growth of the global shipping industry, the increasing number of vessels has brought significant challenges to navigation safety and ...
Ships' Trajectories Prediction Using Recurrent Neural Networks ...
Distribution is unlimited. SHIPS' TRAJECTORIES PREDICTION USING RECURRENT NEURAL. NETWORKS BASED ON AIS DATA. Shay Paz Liraz. Captain, Israel Army. BS ...
TrAISformer -- A Transformer Network with Sparse Augmented Data ...
While the Automatic Identification System (AIS) offers a rich source of information to address this task, forecasting vessel trajectory using ...
Vessel Trajectory Prediction Based on AIS Data: Dual-Path Spatial ...
Vessel trajectory prediction technology plays a crucial role in route optimization and collision avoidance. However, current prediction methods ...
The illustration of AIS-based vessel trajectory prediction. The...
Download scientific diagram | The illustration of AIS-based vessel trajectory prediction. The historical and realistic AIS data can be easily obtained and ...
Improvement Interpolation Method for Vessel Trajectory Prediction ...
This study emphasizes that good predictions of vessel trajectories based on AIS data requires an additional process, namely the interpolation of ...
Deep Learning Methods for Vessel Trajectory Prediction based on ...
Abstract:Data-driven methods open up unprecedented possibilities for maritime surveillance using Automatic Identification System (AIS) data.
Vessel Trajectory Prediction Using Historical Automatic Identification ...
This section is dedicated to the pre-processing of raw AIS data and proposes three distinct models for predicting vessels' positions. All three ...
Vessel Trajectory Prediction Model Based on Transformer Using AIS ...
The analysis of large amounts of vessel trajectory data can facilitate more complex traffic management and route planning, thereby reducing ...
Vessel Trajectory Prediction Using Historical AIS Data
We evaluated the performance of both the methods in multiple regions near the US coasts. We show empirically that the Markov model-based method, ...
AIS-Based Intelligent Vessel Trajectory Prediction using Bi-LSTM
Original AIS data may contain noise, which limits their application in real-world maritime traffic management. To overcome this problem, this study proposes a ...
AIS-based vessel trajectory prediction | Semantic Scholar
A novel datadriven approach which recursively use historical AIS data in the neighborhood of a predicted position to predict next position and time and ...
A model for vessel trajectory prediction based on long short-term ...
The ground-truth Automatic Identification System (AIS) data in the port of Tianjin, China are used to train and test the proposed model. The ...