[HTML][HTML] A machine learning method for the prediction of ship motion trajectories in real operational conditions

M Zhang, P Kujala, M Musharraf, J Zhang, S Hirdaris - Ocean Engineering, 2023 - Elsevier
This paper presents a big data analytics method for the proactive mitigation of grounding
risk. The model encompasses the dynamics of ship motion trajectories while accounting for …

Ship classification based on ship behavior clustering from AIS data

Y Zhou, W Daamen, T Vellinga, SP Hoogendoorn - Ocean Engineering, 2019 - Elsevier
Since the introduction of the Automatic Identification System (AIS), AIS data has proven to be
a valuable source of ship behavior analysis using data mining. It records ship position …

[HTML][HTML] Impacts of wind and current on ship behavior in ports and waterways: A quantitative analysis based on AIS data

Y Zhou, W Daamen, T Vellinga, SP Hoogendoorn - Ocean Engineering, 2020 - Elsevier
In ports and waterways, the impacts of external navigational factors may lead to serious
incidents due to limited space for ship maneuvering. Using nautical traffic models, these …

Analyzing the spatio-temporal correlation between tide and shipping behavior at estuarine port for energy-saving purposes

Y Shu, B Han, L Song, T Yan, L Gan, Y Zhu, C Zheng - Applied Energy, 2024 - Elsevier
Estuarine ports account for more than 80% of world ports. Considering the large portion of
ships depart and arrive at estuarine ports worldwide, using current and tide to departure and …

Intelligent Navigation Decisions-Making in Curved Channels: Review and Challenges

J Lan, M Zheng, Z Wang, X Chu… - 2023 7th International …, 2023 - ieeexplore.ieee.org
Due to the terrain and river characteristics, navigating in curved channels can be
challenging. The flow is often turbulent, and ships may face difficulty in maneuvering due to …

Data-driven approach to evaluate the impact of hull roughness on main engine load of river-sea ships

K Duan, Q Li, Y Liu, H Jiang, S Wang, M Zhang - Ocean Engineering, 2024 - Elsevier
Hull roughness increases the ship's resistance during navigation, significantly increasing
fuel consumption and emissions. The study proposed the hull fouling factors (HFFs) to …

Fuzzy Controller Design Approach for a Ship's Dynamic Path Based on AIS Data with the Takagi–Sugeno Fuzzy Observer Model

CL Pen, WJ Chang, YH Lin - Journal of Marine Science and Engineering, 2023 - mdpi.com
A fuzzy controller design approach is developed in this research for the control problem of a
ship's dynamic path based on automatic identification system (AIS) data. Over the past few …