A novel MP-LSTM method for ship trajectory prediction based on AIS data

• Published in: Ocean engineering Vol. 228; p. 108956
• Main Authors: Gao, Da-wei, Zhu, Yong-sheng, Zhang, Jin-fen, He, Yan-kang, Yan, Ke, Yan, Bo-ran
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 15.05.2021
• Subjects: AIS data; LSTM; Multi-step prediction; Neural network; Trajectory prediction; AIS data; Trajectory prediction; LSTM; Neural network; Multi-step prediction

The accurate prediction of ship trajectory has great significance in maritime transportation. Among all the prediction methods, multi-step prediction has received increasing attention because it can predict both time and position information in the future period. However, the existing methods are ei...