Application of an Encoder–Decoder Model with Attention Mechanism for Trajectory Prediction Based on AIS Data: Case Studies from the Yangtze River of China and the Eastern Coast of the U.S

With the rapid growth of shipping volumes, ship navigation and path planning have attracted increased attention. To design navigation routes and avoid ship collisions, accurate ship trajectory prediction based on automatic identification system data is required. Therefore, this study developed an en...

Full description

Bibliographic Details
Published in:	Journal of Marine Science and Engineering
Main Authors:	Licheng Zhao, Yi Zuo, Tieshan Li, C. L. Philip Chen
Format:	Article
Language:	English
Published:	MDPI AG 2023-07-01
Subjects:	ship trajectory prediction AIS data neural network attention mechanism encoder–decoder model
Online Access:	https://www.mdpi.com/2077-1312/11/8/1530

Similar Items

GPS Trajectory Completion Using End-to-End Bidirectional Convolutional Recurrent Encoder-Decoder Architecture with Attention Mechanism
by: Asif Nawaz, et al.
Published: (2020-09-01)

Vessel Trajectory Prediction Based on Automatic Identification System Data: Multi-Gated Attention Encoder Decoder Network
by: Fan Yang, et al.
Published: (2024-09-01)

PESO: A Seq2Seq-Based Vessel Trajectory Prediction Method with Parallel Encoders and Ship-Oriented Decoder
by: Yuanben Zhang, et al.
Published: (2023-03-01)

Navigating the Future: A Novel PCA-Driven Layered Attention Approach for Vessel Trajectory Prediction with Encoder–Decoder Models
by: Fusun Er, et al.
Published: (2025-08-01)

Design of encoder and decoder using reversible logic gates
by: C. Kalamani, et al.
Published: (2024-02-01)

Serial Decoders-Based Auto-Encoders for Image Reconstruction
by: Honggui Li, et al.
Published: (2022-08-01)

Ship trajectory anomaly detection method based on encoder-decoder architecture composed of Transformer_LSTM modules
by: Kexin LI, et al.
Published: (2024-02-01)

Attentive Generative Adversarial Network with Dual Encoder-Decoder for Shadow Removal
by: He Wang, et al.
Published: (2022-08-01)

Investigation of chemical structure recognition by encoder–decoder models in learning progress
by: Shumpei Nemoto, et al.
Published: (2023-04-01)

Building Extraction of Aerial Images by a Global and Multi-Scale Encoder-Decoder Network
by: Jingjing Ma, et al.
Published: (2020-07-01)

Ternary encoder and decoder designs in RRAM and CNTFET technologies
by: Shams Ul Haq, et al.
Published: (2024-03-01)

Encoder-Decoder Network Fusing Channel and Spatial Attention for Crowd Counting
by: YU Ying, PAN Cheng, ZHU Huilin, QIAN Jin, TANG Hong
Published: (2022-11-01)

Embedding Encoder-Decoder With Attention Mechanism for Monaural Speech Enhancement
by: Tian Lan, et al.
Published: (2020-01-01)

Three-Dimensional Multifaceted Attention Encoder–Decoder Networks for Pulmonary Nodule Detection
by: Keyan Cao, et al.
Published: (2023-09-01)

Liaison in Irreciprocal Screen Discourse: Properties of Encoding and Decoding
by: Yulia A. Yevgrafova
Published: (2024-06-01)

ReactionCode: format for reaction searching, analysis, classification, transform, and encoding/decoding
by: Victorien Delannée, et al.
Published: (2020-12-01)

Spatio-Temporal-Attention-Based Vehicle Trajectory Prediction Considering Multi-Vehicle Interaction in Mixed Traffic Flow
by: Jie Zeng, et al.
Published: (2023-12-01)

Vehicle Trajectory Prediction with Lane Stream Attention-Based LSTMs and Road Geometry Linearization
by: Dongyeon Yu, et al.
Published: (2021-12-01)

A Neural Attention-Based Encoder-Decoder Approach for English to Bangla Translation
by: Abdullah Al Shiam, et al.
Published: (2023-04-01)

Three-Dimensional Human Pose Estimation from Sparse IMUs through Temporal Encoder and Regression Decoder
by: Xianhua Liao, et al.
Published: (2023-03-01)

EffResUNet: Encoder Decoder Architecture for Cloud-Type Segmentation
by: Sunveg Nalwar, et al.
Published: (2022-12-01)

Ship behavior prediction and anomaly detection using LSTM-DCross model based on AIS and remote sensing data
by: Wanrong Wu, et al.
Published: (2025-08-01)

Enhanced Panoramic Radiograph-Based Tooth Segmentation and Identification Using an Attention Gate-Based Encoder–Decoder Network
by: Salih Taha Alperen Özçelik, et al.
Published: (2024-12-01)

Encoder–decoder-based image transformation approach for integrating multiple spatial forecasts
by: Hirotaka Hachiya, et al.
Published: (2023-06-01)

Logarithmic time encoding and decoding of integer error control codes
by: Aleksandar Radonjic, et al.
Published: (2023-11-01)

Encoding and Decoding of p53 Dynamics in Cellular Response to Stresses
by: Ping Wang, et al.
Published: (2023-02-01)

New Golay decoding method using auto-encoder and OSD
by: Hyun Woo Cho, et al.
Published: (2024-04-01)

REDN: A Recursive Encoder-Decoder Network for Edge Detection
by: Truc Le, et al.
Published: (2020-01-01)

Learning compact graph representations via an encoder-decoder network
by: John Boaz Lee, et al.
Published: (2019-07-01)

Deep encoder and decoder for time-domain speech separation
by: Kohei TAKAHASHI, et al.
Published: (2023-09-01)

Ship-Collision Avoidance Decision-Making Learning of Unmanned Surface Vehicles with Automatic Identification System Data Based on Encoder—Decoder Automatic-Response Neural Networks
by: Miao Gao, et al.
Published: (2020-09-01)

Multi-Attention Bottleneck for Gated Convolutional Encoder-Decoder-Based Speech Enhancement
by: Nasir Saleem, et al.
Published: (2023-01-01)

Revealing unexpected complex encoding but simple decoding mechanisms in motor cortex via separating behaviorally relevant neural signals
by: Yangang Li, et al.
Published: (2024-08-01)

Enhancing SPARQL query generation for question answering with a hybrid encoder–decoder and cross-attention model
by: Yi-Hui Chen, et al.
Published: (2025-12-01)

Prostate Segmentation in MRI Using Transformer Encoder and Decoder Framework
by: Chengjuan Ren, et al.
Published: (2023-01-01)

Efficient compression of encoder-decoder models for semantic segmentation using the separation index
by: Movahed Jamshidi, et al.
Published: (2025-07-01)

A highly reliable encoding and decoding communication framework based on semantic information
by: Yichi Zhang, et al.
Published: (2024-06-01)

Deep Encoder–Decoder Neural Networks for Retinal Blood Vessels Dense Prediction
by: Wenlu Zhang, et al.
Published: (2021-03-01)

A Radar Echo Extrapolation Model Based on a Dual-Branch Encoder–Decoder and Spatiotemporal GRU
by: Yong Cheng, et al.
Published: (2024-01-01)

Self-Attention (SA)-ConvLSTM Encoder–Decoder Structure-Based Video Prediction for Dynamic Motion Estimation
by: Jeongdae Kim, et al.
Published: (2024-12-01)