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[HTML][HTML] Harnessing the power of Machine learning for AIS Data-Driven maritime Research: A comprehensive review
Abstract Automatic Identification System (AIS) data holds immense research value in the
maritime industry because of its massive scale and the ability to reveal the spatial–temporal …
maritime industry because of its massive scale and the ability to reveal the spatial–temporal …
Artificial intelligence algorithms in unmanned surface vessel task assignment and path planning: A survey
Due to the complex environment and variable demands, unmanned surface vessel (USV)
task assignment and path planning have received much attention from academia and …
task assignment and path planning have received much attention from academia and …
Multi-ship collision avoidance decision-making and coordination mechanism in Mixed Navigation Scenarios
J Liu, J Zhang, X Yan, CG Soares - Ocean engineering, 2022 - Elsevier
The increasing attention and rapid development of intelligent ship technologies makes it
possible to real applications to merchant ship**s. The mixture of conventional and …
possible to real applications to merchant ship**s. The mixture of conventional and …
A human-like collision avoidance method for autonomous ship with attention-based deep reinforcement learning
Reinforcement learning has the characteristics of simple structure and strong adaptability,
which has been widely used in the field of ship autonomous collision avoidance. In order to …
which has been widely used in the field of ship autonomous collision avoidance. In order to …
[HTML][HTML] The vagueness of COLREG versus collision avoidance techniques—A discussion on the current state and future challenges concerning the operation of …
With the development of Maritime Autonomous Surface Ships (MASS), considerable
research is undertaken to secure their safety. One of the critical aspects of MASS is collision …
research is undertaken to secure their safety. One of the critical aspects of MASS is collision …
[HTML][HTML] Risk-based implementation of COLREGs for autonomous surface vehicles using deep reinforcement learning
Autonomous systems are becoming ubiquitous and gaining momentum within the marine
sector. Since the electrification of transport is happening simultaneously, autonomous …
sector. Since the electrification of transport is happening simultaneously, autonomous …
Reinforcement learning-based NMPC for tracking control of ASVs: Theory and experiments
We present a reinforcement learning-based (RL) model predictive control (MPC) method for
trajectory tracking of surface vessels. The proposed method uses an MPC controller in order …
trajectory tracking of surface vessels. The proposed method uses an MPC controller in order …
Hybrid analysis and modeling, eclecticism, and multifidelity computing toward digital twin revolution
Most modeling approaches lie in either of the two categories: physics‐based or data‐driven.
Recently, a third approach which is a combination of these deterministic and statistical …
Recently, a third approach which is a combination of these deterministic and statistical …
An outlook on the future marine traffic management system for autonomous ships
In the ship** digitalisation process, the peak will be reached with the advent of a wholly
autonomous and at the same time safe and reliable ship. Full autonomy could be obtained …
autonomous and at the same time safe and reliable ship. Full autonomy could be obtained …
[HTML][HTML] A review on COLREGs-compliant navigation of autonomous surface vehicles: From traditional to learning-based approaches
A growing interest in develo** autonomous surface vehicles (ASVs) has been witnessed
during the past two decades, including COLREGs-compliant navigation to ensure safe …
during the past two decades, including COLREGs-compliant navigation to ensure safe …