Adaptive NN-DSC control design for path following of underactuated surface vessels with input saturation

被引:64
|
作者
Liu, Cheng [1 ,2 ,3 ]
Chen, C. L. Philip [3 ]
Zou, Zaojian [2 ,4 ]
Li, Tieshan [1 ]
机构
[1] Dalian Maritime Univ, Nav Coll, Dalian 116026, Peoples R China
[2] Shanghai Jiao Tong Univ, Sch Naval Architecture Ocean & Civil Engn, Shanghai 200240, Peoples R China
[3] Univ Macau, Fac Sci & Technol, Macau 999078, Peoples R China
[4] Shanghai Jiao Tong Univ, State Key Lab Ocean Engn, Shanghai 200240, Peoples R China
基金
中国国家自然科学基金;
关键词
Surface vessels; Path following; NN; Serret-Frenet; LOS; DSC; UNCERTAIN NONLINEAR-SYSTEMS; MODEL-PREDICTIVE CONTROL; LINE-OF-SIGHT; TRACKING; SHIPS; VEHICLES;
D O I
10.1016/j.neucom.2017.06.042
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, a robust control design using the neural network (NN) and dynamic surface control (DSC) method is proposed for path following of underactuated surface vessels with input saturation. First, the Serret-Frenet (SF) frame and the line of sight (LOS) method are used to transform the kinematics of ship motion into "lower-triangle" form; then the backstepping method can be applied directly. Second, the problem of complexity explosion inherent with traditional backstepping is avoided by employing DSC technique, and the computational burden is reduced. Third, the NN is included to cope with the uncertainties of the model. Fourth, an auxiliary design system is used to deal with input saturation of rudder, which can help reduce the abrasion of the rudder machine. The uniform boundedness of all the closed loop signals is guaranteed via Lyapunov analysis. The simulation results with comparisons are presented to verify and illustrate the effectiveness of the proposed controller. (C) 2017 Elsevier B.V. All rights reserved.
引用
收藏
页码:466 / 474
页数:9
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