• 中国科技核心期刊
  • Scopus收录期刊
  • DOAJ收录期刊
  • JST收录期刊
  • Euro Pub收录期刊
HUO Yu-tong, GUO Chen, YU Hao-miao. RBF Neural Network Integral Sliding Mode Control for Three-Dimensional Path Following of Underactuated AUV[J]. Journal of Unmanned Undersea Systems, 2020, 28(2): 131-138. doi: 10.11993/j.issn.2096-3920.2020.02.003
Citation: HUO Yu-tong, GUO Chen, YU Hao-miao. RBF Neural Network Integral Sliding Mode Control for Three-Dimensional Path Following of Underactuated AUV[J]. Journal of Unmanned Undersea Systems, 2020, 28(2): 131-138. doi: 10.11993/j.issn.2096-3920.2020.02.003

RBF Neural Network Integral Sliding Mode Control for Three-Dimensional Path Following of Underactuated AUV

doi: 10.11993/j.issn.2096-3920.2020.02.003
  • Received Date: 2019-04-04
  • Rev Recd Date: 2019-04-25
  • Publish Date: 2020-04-30
  • For the three-dimensional path following problem of an underactuated autonomous undersea vehicle(AUV) under the upper bound of unknown parameter perturbation, a spatial path-following controller is proposed based on the radial basis function(RBF) neural network integral sliding mode to reduce chattering caused by external disturbance and sliding mode. The position error stabilization of the path following is converted into the stabilization of the line of sight (LOS) angle error by introducing the Serret-Frenet local frame and the LOS guidance law. And the kinematic “virtual control law” is designed for stabilization of the LOS error based on the Lyapunov direct method. Then, the dynamic path-following controller is developed by introducing the RBF neural network and the integral sliding mode surface. The stability of the designed path-following controller is analyzed by using Lyapunov stability theory. Simulation results show that this path-following controller can effectively follow the three-dimensional straight path, improve the control accuracy, reduce the chattering, and display certain robustness to the external disturbance without losing its rapidity.

     

  • loading
  • [1]
    贾鹤鸣. 基于反步法的欠驱动UUV空间目标跟踪非线性控制方法研究[D]. 哈尔滨: 哈尔滨工程大学, 2012.
    [2]
    王宏健, 陈子印, 贾鹤鸣, 等. 基于反馈增益反步法欠驱动无人水下航行器三维路径跟踪控制[J]. 控制理论与应用, 2014, 31(1): 66-77.

    Wang Hong-jian, Chen Zi-yin, Jia He-ming, et al. Three-dimensional Path-following Control of Underactuated Unmanned Underwater Vehicle Using Feedback Gain Backstepping[J]. Control Theory & Applications, 2014, 31(1): 66-77.
    [3]
    陈子印. 欠驱动无人水下航行器三维路径跟踪反步控制方法研究[D]. 哈尔滨: 哈尔滨工程大学, 2013.
    [4]
    Yan Zhe-ping, Yu Hao-miao, Zhou Jia-jia, et al. Spatial Linear Path-following Control for an Underactuated UUV[C]//IEEE International Conference on Mechatronics and Automation. Beijing, China: IEEE, 2015, 139-144.
    [5]
    Lapierre L, Jouvencel B. Robust Nonlinear Path-following Control of an AUV[J]. IEEE Journal of Oceanic Engineering, 2008, 33(2): 89-102.
    [6]
    高剑, 徐德民, 严卫生. 基于级联方法的欠驱动AUV 全局 指数3维直线跟踪控制[J]. 控制与决策, 2012, 27(9): 1281-1287.

    Gao Jian, Xu De-min, Yan Wei-sheng. Global - exponential Straight-line Tracking Control of an Underactuated AUV in Three-dimensions Using a Cascaded Approach[J]. Control and Decision, 2012, 27(9): 1281-1287.
    [7]
    严浙平, 高鹏, 牟春晖, 等. 欠驱动UUV的空间直线路径跟踪控制[J]. 传感器与微系统, 2011, 30(11): 79-82.

    Yan Zhe-ping, Gao Peng, Mou Chun-hui, et al. Underactuated UUV Special Straight Linear Path Tracking Control[J]. Transducer and Microsystem Technologies, 2011, 30(11): 79-82.
    [8]
    王宏健, 陈子印, 边信黔, 等. 欠驱动水下航行器三维直线航迹跟踪控制[J]. 控制理论与应用, 2013, 30(4): 443-453.

    Wang Hong-jian, Chen Zi-yin, Bian Xin-qian, et al. Three-dimensional Straight Line Path-Tracking Control for Underactuated Underwater Vehicle[J]. Control Theory & Applications, 2013, 30(4): 443-453.
    [9]
    马骋, 连琏. 水下运载器操纵控制及模拟仿真技术[M].北京: 国防工业出版社, 2009.
    [10]
    Pettersen K Y, Egeland O. Time-Varying Exponential Stabilization of the Position and Attitude of an Underactuated Autonomous Underwater Vehicle[J]. IEEE Transactions on Automatic Control, 1999, 44(1): 112-115.
    [11]
    Fossen T I. Handbook of Marine Craft Hydrodynamics and Motion Control[M]. Chichester: John Wiley and Son, 2011.
    [12]
    严浙平, 李响, 宋育武, 等. 参数摄动下基于积分滑模的欠驱动UUV轨迹跟踪控制方法[J]. 水下无人系统学报, 2018, 26(3): 200-206.

    Yan Zhe-ping, Li Xiang, Song Yu-wu, et al. Trajectory Tracking Control Method for Underactuated UUV Using Integral Sliding Mode under Parameter Perturbations[J]. Journal of Unmanned Undersea Systems, 2018, 26(3): 200-206.
    [13]
    金鸿章, 罗延明, 肖真, 等. 抑制滑模抖振的新型饱和函数法研究[J]. 哈尔滨工程大学学报, 2007, 28(3): 288- 291.

    Jin Hong-zhang, Luo Yan-ming, Xiao Zhen, et al. Inves-tigation of a Novel Method of Saturation Function for Chattering Reduction of Sliding Mode Control[J]. Journal of Harbin Engineering University, 2007, 28(3): 288-291.
    [14]
    杨震, 刘繁明, 王岩. 欠驱动船舶路径跟踪的神经滑模控制[J]. 中国造船, 2015, 56(2): 45-55.

    Yang Zhen, Liu Fan-ming, Wang Yan. Path Following of Underactuated Surface Vessels Based on Neural Sliding Mode[J]. Shipbuilding of China, 2015, 56(2): 45-55.
    [15]
    刘金琨. RBF神经网络自适应控制MATLAB仿真[M]. 北京: 清华大学出版社, 2014.
  • 加载中

Catalog

    通讯作者: 陈斌, bchen63@163.com
    • 1. 

      沈阳化工大学材料科学与工程学院 沈阳 110142

    1. 本站搜索
    2. 百度学术搜索
    3. 万方数据库搜索
    4. CNKI搜索

    Article Metrics

    Article Views(1937) PDF Downloads(210) Cited by()
    Proportional views
    Related
    Service
    Subscribe

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return