Ship trajectory anomaly detection method based on encoder-decoder architecture composed of Transformer_LSTM modules
ObjectiveIn order to improve the accuracy and efficiency of ship trajectory anomaly detection, and solve the problems of traditional anomaly detection methods such as limited feature characterization ability, insufficient compensation accuracy, gradient disappearance and overfitting, an unsupervised...
| Published in: | Zhongguo Jianchuan Yanjiu |
|---|---|
| Main Authors: | Kexin LI, Jian GUO, Ranchong LI, Yujun WANG, Zongming LI, Kun MIU |
| Format: | Article |
| Language: | English |
| Published: |
Editorial Office of Chinese Journal of Ship Research
2024-02-01
|
| Subjects: | |
| Online Access: | http://www.ship-research.com/en/article/doi/10.19693/j.issn.1673-3185.03291 |
Similar Items
PDED-ConvLSTM: Pyramid Dilated Deeper Encoder–Decoder Convolutional LSTM for Arctic Sea Ice Concentration Prediction
by: Deyu Zhang, et al.
Published: (2024-04-01)
by: Deyu Zhang, et al.
Published: (2024-04-01)
Serial Decoders-Based Auto-Encoders for Image Reconstruction
by: Honggui Li, et al.
Published: (2022-08-01)
by: Honggui Li, et al.
Published: (2022-08-01)
Self-Attention (SA)-ConvLSTM Encoder–Decoder Structure-Based Video Prediction for Dynamic Motion Estimation
by: Jeongdae Kim, et al.
Published: (2024-12-01)
by: Jeongdae Kim, et al.
Published: (2024-12-01)
Design of encoder and decoder using reversible logic gates
by: C. Kalamani, et al.
Published: (2024-02-01)
by: C. Kalamani, et al.
Published: (2024-02-01)
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)
by: Asif Nawaz, et al.
Published: (2020-09-01)
Forecasting Nonlinear Systems with LSTM: Analysis and Comparison with EKF
by: Juan Pedro Llerena Caña, et al.
Published: (2021-03-01)
by: Juan Pedro Llerena Caña, et al.
Published: (2021-03-01)
A Novel Encoder–Decoder Model for Short-Term Multistep Wind Power Prediction
by: Qiushi Wang, et al.
Published: (2025-01-01)
by: Qiushi Wang, et al.
Published: (2025-01-01)
Investigation of chemical structure recognition by encoder–decoder models in learning progress
by: Shumpei Nemoto, et al.
Published: (2023-04-01)
by: Shumpei Nemoto, et al.
Published: (2023-04-01)
State of Charge Estimation of Lithium-Ion Batteries Using Stacked Encoder–Decoder Bi-Directional LSTM for EV and HEV Applications
by: Pranaya K. Terala, et al.
Published: (2022-08-01)
by: Pranaya K. Terala, et al.
Published: (2022-08-01)
An LSTM auto-encoder based anomaly detection for industrial system
by: Xiaojun SHEN, et al.
Published: (2020-07-01)
by: Xiaojun SHEN, et al.
Published: (2020-07-01)
An LSTM auto-encoder based anomaly detection for industrial system
by: Xiaojun SHEN, et al.
Published: (2020-07-01)
by: Xiaojun SHEN, 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)
by: Shams Ul Haq, et al.
Published: (2024-03-01)
Prediction of bundle-conductor ampacity based on transformer-LSTM
by: Song Bao, et al.
Published: (2025-07-01)
by: Song Bao, et al.
Published: (2025-07-01)
Spatiotemporal Prediction of Ionospheric Total Electron Content Based on ED-ConvLSTM
by: Liangchao Li, et al.
Published: (2023-06-01)
by: Liangchao Li, et al.
Published: (2023-06-01)
Travel Demand Forecasting Based on 3D Convolution and LSTM Encoder-Decoder
by: TENG Jian, TENG Fei, LI Tian-rui
Published: (2021-12-01)
by: TENG Jian, TENG Fei, LI Tian-rui
Published: (2021-12-01)
Attentive Generative Adversarial Network with Dual Encoder-Decoder for Shadow Removal
by: He Wang, et al.
Published: (2022-08-01)
by: He Wang, et al.
Published: (2022-08-01)
Liaison in Irreciprocal Screen Discourse: Properties of Encoding and Decoding
by: Yulia A. Yevgrafova
Published: (2024-06-01)
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)
by: Victorien Delannée, et al.
Published: (2020-12-01)
Data-Driven Anomaly Detection in High-Voltage Transformer Bushings with LSTM Auto-Encoder
by: Imene Mitiche, et al.
Published: (2021-11-01)
by: Imene Mitiche, et al.
Published: (2021-11-01)
Building Extraction of Aerial Images by a Global and Multi-Scale Encoder-Decoder Network
by: Jingjing Ma, et al.
Published: (2020-07-01)
by: Jingjing Ma, et al.
Published: (2020-07-01)
Three-Dimensional Human Pose Estimation from Sparse IMUs through Temporal Encoder and Regression Decoder
by: Xianhua Liao, et al.
Published: (2023-03-01)
by: Xianhua Liao, et al.
Published: (2023-03-01)
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)
by: Yangang Li, et al.
Published: (2024-08-01)
EffResUNet: Encoder Decoder Architecture for Cloud-Type Segmentation
by: Sunveg Nalwar, et al.
Published: (2022-12-01)
by: Sunveg Nalwar, et al.
Published: (2022-12-01)
Deep Encoder–Decoder Neural Networks for Retinal Blood Vessels Dense Prediction
by: Wenlu Zhang, et al.
Published: (2021-03-01)
by: Wenlu Zhang, et al.
Published: (2021-03-01)
A highly reliable encoding and decoding communication framework based on semantic information
by: Yichi Zhang, et al.
Published: (2024-06-01)
by: Yichi Zhang, et al.
Published: (2024-06-01)
Encoder–decoder-based image transformation approach for integrating multiple spatial forecasts
by: Hirotaka Hachiya, et al.
Published: (2023-06-01)
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)
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)
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)
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)
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)
by: John Boaz Lee, et al.
Published: (2019-07-01)
PESO: A Seq2Seq-Based Vessel Trajectory Prediction Method with Parallel Encoders and Ship-Oriented Decoder
by: Yuanben Zhang, et al.
Published: (2023-03-01)
by: Yuanben Zhang, et al.
Published: (2023-03-01)
Unlabeled Short Text Similarity With LSTM Encoder
by: Lin Yao, et al.
Published: (2019-01-01)
by: Lin Yao, et al.
Published: (2019-01-01)
SSDBN: A Single-Side Dual-Branch Network with Encoder–Decoder for Building Extraction
by: Yang Li, et al.
Published: (2022-02-01)
by: Yang Li, et al.
Published: (2022-02-01)
A Radar Echo Extrapolation Model Based on a Dual-Branch Encoder–Decoder and Spatiotemporal GRU
by: Yong Cheng, et al.
Published: (2024-01-01)
by: Yong Cheng, et al.
Published: (2024-01-01)
Effective Multi-Step PM2.5 and PM10 Air Quality Forecasting Using Bidirectional ConvLSTM Encoder-Decoder With STA Mechanism
by: S. Lakshmi, et al.
Published: (2024-01-01)
by: S. Lakshmi, et al.
Published: (2024-01-01)
Short-Term Wind Power Prediction Based on Encoder–Decoder Network and Multi-Point Focused Linear Attention Mechanism
by: Jinlong Mei, et al.
Published: (2024-08-01)
by: Jinlong Mei, et al.
Published: (2024-08-01)
An Odor Labeling Convolutional Encoder–Decoder for Odor Sensing in Machine Olfaction
by: Tengteng Wen, et al.
Published: (2021-01-01)
by: Tengteng Wen, et al.
Published: (2021-01-01)
Deep encoder and decoder for time-domain speech separation
by: Kohei TAKAHASHI, et al.
Published: (2023-09-01)
by: Kohei TAKAHASHI, et al.
Published: (2023-09-01)
A comprehensive construction of deep neural network‐based encoder–decoder framework for automatic image captioning systems
by: Md Mijanur Rahman, et al.
Published: (2024-12-01)
by: Md Mijanur Rahman, et al.
Published: (2024-12-01)
Similar Items
-
PDED-ConvLSTM: Pyramid Dilated Deeper Encoder–Decoder Convolutional LSTM for Arctic Sea Ice Concentration Prediction
by: Deyu Zhang, et al.
Published: (2024-04-01) -
Serial Decoders-Based Auto-Encoders for Image Reconstruction
by: Honggui Li, et al.
Published: (2022-08-01) -
Self-Attention (SA)-ConvLSTM Encoder–Decoder Structure-Based Video Prediction for Dynamic Motion Estimation
by: Jeongdae Kim, et al.
Published: (2024-12-01) -
Design of encoder and decoder using reversible logic gates
by: C. Kalamani, et al.
Published: (2024-02-01) -
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)
