Using deep learning to forecast maritime vessel flows
X Zhou, Z Liu, F Wang, Y Xie, X Zhang - Sensors, 2020 - mdpi.com
Forecasting vessel flows is important to the development of intelligent transportation systems
in the maritime field, as real-time and accurate traffic information has favorable potential in …
in the maritime field, as real-time and accurate traffic information has favorable potential in …
Spatiotemporal dynamic network for regional maritime vessel flow prediction amid COVID-19
C Zhao, X Li, M Zuo, L Mo, C Yang - Transport Policy, 2022 - Elsevier
The COVID-19 pandemic has stifled international trade and the global maritime industry. Its
impact on the routing of the regional vessel traffic flow provides supportive data to port …
impact on the routing of the regional vessel traffic flow provides supportive data to port …
Predict vessel traffic with weather conditions based on multimodal deep learning
H Xiao, Y Zhao, H Zhang - Journal of Marine Science and Engineering, 2022 - mdpi.com
Vessel management calls for real-time traffic flow prediction, which is difficult under complex
circumstances (incidents, weather, etc.). In this paper, a multimodal learning method named …
circumstances (incidents, weather, etc.). In this paper, a multimodal learning method named …
A systematic literature review of machine learning applications for port's operations
SE Mekkaoui, L Benabbou… - 2020 5th International …, 2020 - ieeexplore.ieee.org
In transportation systems, there is a need of Machine Learning (ML) to create intelligent
solutions for many issues. In port's studies, there has been a long focus on optimization and …
solutions for many issues. In port's studies, there has been a long focus on optimization and …
Machine learning models for efficient port terminal operations: case of vessels' arrival times prediction
Port terminals are critical nodes in the maritime transport network and play a significant role
in the global supply chain. However, they still suffer from many disruptions entailed by their …
in the global supply chain. However, they still suffer from many disruptions entailed by their …
Vessel traffic flow prediction using lstm encoder-decoder
Y Li, H Ren - Proceedings of the 2022 5th International Conference …, 2022 - dl.acm.org
Accurate vessel traffic flow prediction is of vital indispensable for the enhancement of
capability of navigation, the optimal allocation of port resources and the improvement of the …
capability of navigation, the optimal allocation of port resources and the improvement of the …
Incorporating environmental knowledge embedding and spatial-temporal graph attention networks for inland vessel traffic flow prediction
C Huang, D Chen, T Fan, B Wu, X Yan - Engineering Applications of …, 2024 - Elsevier
Accurate prediction of vessel traffic flow is crucial for maritime regulatory authorities and
transportation planners. However, existing methods for inland vessel traffic flow prediction …
transportation planners. However, existing methods for inland vessel traffic flow prediction …
Cognitive analytics of social media services for edge resource pre-allocation in industrial manufacturing
D Zhu, Z Xu, X Xu, Q Zhao, L Qi… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
With the development of industrial intelligence, the resource requests of various social
media services in smart cities are expanding rapidly. For hosting services, the edge …
media services in smart cities are expanding rapidly. For hosting services, the edge …
Application of PSO-LSTM for forecasting of ship traffic flow
H Zhou, Y Zuo, T Li, S Li - 2021 International conference on …, 2021 - ieeexplore.ieee.org
Ship traffic flow prediction is facing many problems at present, such as high randomness,
many influencing factors and low accuracy. In this paper, a long short-term memory (LSTM) …
many influencing factors and low accuracy. In this paper, a long short-term memory (LSTM) …
Forecasting of vessel traffic flow using BPNN based on genetic algorithm optimization
Accurate prediction of vessel traffic flow plays a significant role in the field of modern
intelligent transportation system. In order to enhance the prediction accuracy of vessel traffic …
intelligent transportation system. In order to enhance the prediction accuracy of vessel traffic …