Adaptive dynamic surface control for coordinated target tracking of autonomous surface vehicles using neural networks

This paper considers the coordinated target tracking problem of multiple autonomous surface vehicles subject to uncertainties and ocean disturbances. Motivated by the pure-pursuit guidance scheme developed for intercepting missiles and point-to-point navigation of ships, a formation control strategy is proposed by the follower to track a virtual target defined relative to the leader. The path that the virtual target traverse is not a priori. By employing the neural network and dynamic surface control techniques, a robust adaptive target tracking law is developed. The proposed controller guarantees that the target tracking errors converge to a small neighborhood of origin. The advantage of the proposed controller is that the coriolis/centripetal force, nonlinear damping, unmodeled hydrodynamics and disturbances from the environment can be compensated by on-line learning. An example is given to illustrate the efficacy of the proposed method.

[1]  Swaroop Darbha,et al.  Dynamic surface control for a class of nonlinear systems , 2000, IEEE Trans. Autom. Control..

[2]  Naomi Ehrich Leonard,et al.  Virtual Leaders, Artificial Potentials Control of Groups' , 2001 .

[3]  K. D. Do,et al.  Global robust adaptive path following of underactuated ships , 2006, Autom..

[4]  Yoo Sang Choo,et al.  Leader-follower formation control of underactuated autonomous underwater vehicles , 2010 .

[5]  Keng Peng Tee,et al.  Control of fully actuated ocean surface vessels using a class of feedforward approximators , 2006, IEEE Transactions on Control Systems Technology.

[6]  Yong-Kon Lim,et al.  Point-to-point navigation of underactuated ships , 2008, Autom..

[7]  Morten Breivik,et al.  Topics in Guided Motion Control of Marine Vehicles , 2010 .

[8]  Roger Skjetne,et al.  Nonlinear formation control of marine craft , 2002, Proceedings of the 41st IEEE Conference on Decision and Control, 2002..

[9]  Richard M. Murray,et al.  Recent Research in Cooperative Control of Multivehicle Systems , 2007 .

[10]  Thor I. Fossen,et al.  Marine Control Systems Guidance, Navigation, and Control of Ships, Rigs and Underwater Vehicles , 2002 .

[11]  Thor I. Fossen,et al.  Passivity-Based Designs for Synchronized Path Following , 2006, Proceedings of the 45th IEEE Conference on Decision and Control.

[12]  F. Fahimi Sliding mode formation control for under-actuated autonomous surface vehicles , 2006, 2006 American Control Conference.

[13]  Dan Wang,et al.  Neural network-based adaptive dynamic surface control for a class of uncertain nonlinear systems in strict-feedback form , 2005, IEEE Transactions on Neural Networks.

[14]  W. Ren Consensus strategies for cooperative control of vehicle formations , 2007 .

[15]  Thor I. Fossen,et al.  Straight-Line Target Tracking for Unmanned Surface Vehicles , 2008 .

[16]  Dan Wang,et al.  Adaptive Dynamic Surface Control for Formations of Autonomous Surface Vehicles With Uncertain Dynamics , 2013, IEEE Transactions on Control Systems Technology.

[17]  Randal W. Beard,et al.  A coordination architecture for spacecraft formation control , 2001, IEEE Trans. Control. Syst. Technol..

[18]  Paul Keng-Chieh Wang Navigation strategies for multiple autonomous mobile robots moving in formation , 1991, J. Field Robotics.

[19]  Carlos Silvestre,et al.  Coordinated control of multiple vehicles with discrete-time periodic communications , 2007, 2007 46th IEEE Conference on Decision and Control.

[20]  Frank L. Lewis,et al.  Multilayer neural-net robot controller with guaranteed tracking performance , 1996, IEEE Trans. Neural Networks.

[21]  Zhouhua Peng,et al.  Robust adaptive formation control of underactuated autonomous surface vehicles with uncertain dynamics , 2011 .

[22]  Tucker R. Balch,et al.  Behavior-based formation control for multirobot teams , 1998, IEEE Trans. Robotics Autom..

[23]  Carlos Silvestre,et al.  Coordinated Path-Following in the Presence of Communication Losses and Time Delays , 2009, SIAM J. Control. Optim..

[24]  Gang Sun,et al.  Decentralized cooperative control of autonomous surface vehicles with uncertain dynamics: A dynamic surface approach , 2011, Proceedings of the 2011 American Control Conference.

[25]  Thor I. Fossen,et al.  Formation Control of Underactuated Surface Vessels using the Null-Space-Based Behavioral Control , 2006, 2006 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[26]  Anthony J. Calise,et al.  Adaptive output feedback control of uncertain nonlinear systems using single-hidden-layer neural networks , 2002, IEEE Trans. Neural Networks.

[27]  Peter J Seiler,et al.  String instabilities in formation flight: Limitations due to integral constraints , 2004 .