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Journal ArticleDOI

Adaptive Dynamic Surface Control for Formations of Autonomous Surface Vehicles With Uncertain Dynamics

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TLDR
A robust adaptive formation controller is developed by employing neural network and dynamic surface control technique and is able to capture the vehicle dynamics without exact information of coriolis and centripetal force, hydrodynamic damping and disturbances from the environment.
Abstract
In this brief, we consider the formation control problem of underactuated autonomous surface vehicles (ASVs) moving in a leader-follower formation, in the presence of uncertainties and ocean disturbances. A robust adaptive formation controller is developed by employing neural network and dynamic surface control technique. The stability of the design is proven via Lyapunov analysis where semiglobal uniform ultimate boundedness of the closed-loop signals is guaranteed. The advantages of the proposed formation controller are that: first, the proposed method only uses the measurements of line-of-sight range and angle by local sensors, no other information about the leader is required for control implementation; second, the developed neural formation controller is able to capture the vehicle dynamics without exact information of coriolis and centripetal force, hydrodynamic damping and disturbances from the environment. Comparative analysis with a model-based approach is given to demonstrate the effectiveness of the proposed method.

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Citations
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Journal ArticleDOI

The Bioinspired Model-Based Hybrid Sliding-Mode Formation Control for Underactuated Unmanned Surface Vehicles

TL;DR: A novel hybrid strategy is proposed for unmanned surface vehicle (USV) formation control, divided into two subsystems: a virtual velocity controller based on the bioinspired model and a dynamic controller basedOn the sliding-mode model that satisfies the actuator control constraint.
Proceedings ArticleDOI

Neural-Network-based Finite-Set Model Predictive Control of an Autonomous Surface Vehicle Powered by an Electrical Motor

TL;DR: A model predictive control scheme is proposed for surge speed control with a possible finite voltage control set and a predefined cost function and the simulation results are provided to illustrate the validity of the proposed surge velocity controller for the ASV.
Journal ArticleDOI

Terminal sliding-mode disturbance observer-based finite-time adaptive-neural formation control of autonomous surface vessels under output constraints

TL;DR: In this article , a leader-following strategy is adopted for each ASV, and a symmetric barrier Lyapunov function (BLF) is applied to prevent the state variables from violating constraints.
Journal ArticleDOI

Survey of Deep Learning for Autonomous Surface Vehicles in the Marine Environment

TL;DR: The scope of this work is described after reviewing surveys on ASV developments and technologies, which draws attention to the research gap between DL and maritime operations, and DL-based navigation, guidance, control, and cooperative operations, are presented.
Journal ArticleDOI

Learning‐based hierarchical control for fault‐tolerant cooperation of networked marine surface vehicles

TL;DR: In this paper , an efficient hierarchical control framework is proposed to address the cooperation problems (e.g., consensus tracking, formation tracking, and time-varying formation tracking) for the networked marine surface vehicles in the presence of external disturbances, actuator faults and failures.
References
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Journal ArticleDOI

Approximation capabilities of multilayer feedforward networks

TL;DR: It is shown that standard multilayer feedforward networks with as few as a single hidden layer and arbitrary bounded and nonconstant activation function are universal approximators with respect to L p (μ) performance criteria, for arbitrary finite input environment measures μ.
Journal ArticleDOI

Information flow and cooperative control of vehicle formations

TL;DR: A Nyquist criterion is proved that uses the eigenvalues of the graph Laplacian matrix to determine the effect of the communication topology on formation stability, and a method for decentralized information exchange between vehicles is proposed.
Journal ArticleDOI

Behavior-based formation control for multirobot teams

TL;DR: New reactive behaviors that implement formations in multirobot teams are presented and evaluated and demonstrate the value of various types of formations in autonomous, human-led and communications-restricted applications, and their appropriateness in different types of task environments.
Journal ArticleDOI

Dynamic surface control for a class of nonlinear systems

TL;DR: A method is proposed for designing controllers with arbitrarily small tracking error for uncertain, mismatched nonlinear systems in the strict feedback form and it is shown that these low pass filters allow a design where the model is not differentiated, thus ending the complexity arising due to the "explosion of terms" that has made other methods difficult to implement in practice.
Journal ArticleDOI

Information flow and cooperative control of vehicle formations

TL;DR: It is demonstrated how exchange of minimal amounts of information between vehicles can be designed to realize a dynamical system which supplies each vehicle with a shared reference trajectory.
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