[HTML][HTML] Data-driven model identification and predictive control for path-following of underactuated ships with unknown dynamics

L Wang, S Li, J Liu, Q Wu - International Journal of Naval Architecture and …, 2022 - Elsevier
With the trends towards autonomous shipping, advanced ship motion control methods have
received increased attention in recent years. The validity of ship models is crucial in …

Data-driven path-following control of underactuated ships based on antenna mutation beetle swarm predictive reinforcement learning

L Wang, S Li, J Liu, Q Wu - Applied Ocean Research, 2022 - Elsevier
According to whether the mechanism model of the controlled ship system is introduced into
the algorithm, the ship motion control mode can be divided into model-based mode and …

Adaptive predictive path following control based on least squares support vector machines for underactuated autonomous vessels

C Liu, H Zheng, R Negenborn, X Chu… - Asian Journal of …, 2021 - Wiley Online Library
Since vessel dynamics could vary during maneuvering because of load changes, speed
changing, environmental disturbances, aging of mechanism, etc., the performance of model …

Novel DVS guidance and path-following control for underactuated ships in presence of multiple static and moving obstacles

G Zhang, Y Deng, W Zhang, C Huang - Ocean Engineering, 2018 - Elsevier
This note focuses on the waypoints-based path-following problem of underactuated ships,
where the reference path is surrounded by multiple static and moving obstacles. By virtue of …

Path following of underactuated surface ships based on model predictive control with neural network

R Li, J Huang, X Pan, Q Hu… - International Journal of …, 2020 - journals.sagepub.com
A model predictive control approach is proposed for path following of underactuated surface
ships with input saturation, parameters uncertainties, and environmental disturbances. An …

Ship's tracking control based on nonlinear time series model

J Wu, H Peng, K Ohtsu, G Kitagawa, T Itoh - Applied Ocean Research, 2012 - Elsevier
For actualization of ship tracking control along a desired path with a constant velocity, a
hybrid model is proposed to represent the ship's tracking dynamic behavior. Firstly, a single …

Learning Nonlinear Dynamics of Ocean Surface Vessel With Multistep Constraints

T Wang, R Skulstad, M Kanazawa, G Li… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Toward autonomy in marine vehicles, a high-quality dynamic model is the first step before
robust controls and should be properly addressed. However, vessels operating on the …

Path following of under-actuated ships based on model predictive control with state observer

Z Li, R Li, R Bu - Journal of marine science and technology, 2021 - Springer
A model predictive control (MPC) method with linear extended state observer (LESO) is
presented to address the problems of the input constraints, uncertain parameters and …

Predictive path following based on adaptive line-of-sight for underactuated autonomous surface vessels

C Liu, RR Negenborn, X Chu, H Zheng - Journal of marine science and …, 2018 - Springer
Underactuated autonomous surface vehicles (ASVs) have stringent requirements on
automatically tracking a predefined path. This paper proposes a model predictive control …

A novel DVS guidance principle and robust adaptive path-following control for underactuated ships using low frequency gain-learning

G Zhang, X Zhang - ISA transactions, 2015 - Elsevier
Around the waypoint-based path-following control for marine ships, a novel dynamic virtual
ship (DVS) guidance principle is developed to implement the assumption “the reference …