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

被引:66
|
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
相关论文
共 50 条
  • [41] Concise Robust Adaptive Path-Following Control of Underactuated Ships Using DSC and MLP
    Zhang, Guoqing
    Zhang, Xianku
    IEEE JOURNAL OF OCEANIC ENGINEERING, 2014, 39 (04) : 685 - 694
  • [42] Event-triggered robust fuzzy path following control for underactuated ships with input saturation
    Deng, Yingjie
    Zhang, Xianku
    Im, Namkyun
    Zhang, Guoqing
    Zhang, Qiang
    OCEAN ENGINEERING, 2019, 186
  • [43] Adaptive Output Feedback Control of Underactuated Marine Surface Vehicles Under Input Saturation
    Zeng, Daohui
    Cai, Chengtao
    Liu, Yongchao
    Zhao, Jie
    IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2025, 26 (01) : 1101 - 1112
  • [44] Adaptive fixed-time containment control of underactuated surface vessels with input quantization
    Yan, Yan
    Yin, Changtong
    Hou, Yanqing
    Yu, Shuanghe
    Liu, Yi
    OCEAN ENGINEERING, 2025, 318
  • [45] Global Adaptive Stabilization Control of Underactuated Ships with Input Saturation
    Huang, Jiangshuai
    Gao, Tingting
    Zhou, Yong
    PROCEEDINGS OF THE 36TH CHINESE CONTROL CONFERENCE (CCC 2017), 2017, : 3281 - 3285
  • [46] Path following control for marine surface vessel with uncertainties and input saturation
    Zheng, Zewei
    Sun, Liang
    NEUROCOMPUTING, 2016, 177 : 158 - 167
  • [47] Adaptive Output Feedback Tracking Control of Surface Vessels Under Input Saturation
    Li, Jian
    Du, Jialu
    Hu, Xin
    PROCEEDINGS OF THE 36TH CHINESE CONTROL CONFERENCE (CCC 2017), 2017, : 1288 - 1293
  • [48] Robust Adaptive NN Design for Course-tracking Control of Ship with Input Saturation
    Sun, Hongying
    Yu, Fengwei
    ADVANCES IN MANUFACTURING SCIENCE AND ENGINEERING, PTS 1-4, 2013, 712-715 : 2768 - 2774
  • [49] FXESO based FNMPC path following control for underactuated surface vessels with roll stabilisation
    Qin, Yifeng
    Liu, Zhiquan
    OCEAN ENGINEERING, 2023, 280
  • [50] Improved ELOS based path following control for underactuated surface vessels with roll constraint
    Liu, Zhiquan
    OCEAN ENGINEERING, 2022, 245