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Robust tracking control strategy for a quadrotor using RPD-SMC and RISE

机译:使用RPD-SMC和RISE的四旋翼机器人的鲁棒跟踪控制策略

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摘要

This paper proposes a robust hierarchical controller using adaptive radical basis function neural networks (RBFNNs) based proportional derivative-sliding mode control (RPD-SMC) method and robust integral of the signum of error (RISE) approach for an under-actuated quadrotor in the presence of disturbances and parametric uncertainties. The quadrotor system is decoupled into two parts: the outer loop for position control and the inner loop for attitude control. The RPD-SMC is designed for the outer loop to ensure robust position tracking. The PRD-SMC combines the advantages of simplicity of PD control, the strong robustness of SMC and the approximation ability of arbitrary functions of RBFNNs. The RISE method is applied in the inner loop to guarantee fast convergence of the attitude angles to their desired values with continuous control signals. The capabilities of online approximating and null steady-state tracking are proved using Lyapunov stability theory. The effectiveness of the proposed control strategy is validated by comparing with the performances achieved by PD, PID, PD-SMC and RBFNNs based controllers via numerical simulations. (C) 2018 Elsevier B.V. All rights reserved.
机译:本文提出了一种基于自适应根基函数神经网络(RBFNN)的比例微分滑模控制(RPD-SMC)方法和误差信号的鲁棒积分(RISE)方法的鲁棒分级控制器,用于四极转子中的欠驱动。存在干扰和参数不确定性。四旋翼系统分为两部分:用于位置控制的外环和用于姿态控制的内环。 RPD-SMC设计用于外环,以确保可靠的位置跟踪。 PRD-SMC结合了PD控制简单,SMC的强大鲁棒性和RBFNNs任意函数的逼近能力等优点。内环采用RISE方法,以确保通过连续的控制信号将姿态角快速收敛到其期望值。利用李雅普诺夫稳定性理论证明了在线逼近和零稳态跟踪的能力。通过数值模拟与基于PD,PID,PD-SMC和RBFNNs的控制器实现的性能进行比较,验证了所提出控制策略的有效性。 (C)2018 Elsevier B.V.保留所有权利。

著录项

  • 来源
    《Neurocomputing》 |2019年第28期|312-322|共11页
  • 作者

    Li Zhi; Ma Xin; Li Yibin;

  • 作者单位

    Shandong Univ, Ctr Robot, Sch Control Sci & Engn, Jinan 17923, Shandong, Peoples R China;

    Shandong Univ, Ctr Robot, Sch Control Sci & Engn, Jinan 17923, Shandong, Peoples R China;

    Shandong Univ, Ctr Robot, Sch Control Sci & Engn, Jinan 17923, Shandong, Peoples R China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    PD-SMC; Quadrotor; RBFNNs; RISE; Tracking control;

    机译:PD-SMC;四旋翼;RBFNNs;RISE;跟踪控制;

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