计算机集成制造系统 ›› 2019, Vol. 25 ›› Issue (第3): 682-691.DOI: 10.13196/j.cims.2019.03.015

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CD播放器机械臂轨迹跟踪的鲁棒自适应迭代学习控制

钱美容,蒋近   

  1. 湘潭大学信息工程学院
  • 出版日期:2019-03-31 发布日期:2019-03-31
  • 基金资助:
    湖南省自然科学基金资助项目(2015JJ3126)。

Robust adaptive iterative learning control based on trajectory tracking of CD player arm

  • Online:2019-03-31 Published:2019-03-31
  • Supported by:
    Project supported by the Natural Science Foundation of Hunan Province,China(No.2015JJ3126).

摘要: 针对CD播放器机械臂轨迹跟踪问题,提出一种鲁棒自适应迭代学习控制算法。分析了CD播放器系统的基本结构,根据空间运动特性建立了机械臂系统模型,提供了机械臂轨迹跟踪控制方案,并结合机械臂系统的结构特点设计了鲁棒自适应控制算法。该算法由可变增益比例—微分控制、前馈学习控制和鲁棒控制组成,可变增益比例—微分控制根据自适应切换规则调整控制增益,保证系统稳定性并加快收敛速度,前馈学习控制通过学习规则计算出每次迭代过程中期望的前馈力矩,以补偿模型不确定性,鲁棒控制确保了系统在外部随机扰动下的鲁棒性。通过实验表明,所提控制算法能加快系统的收敛速度,提高系统的跟踪性能。

关键词: 鲁棒性, 自适应迭代学习控制, CD播放器, 机械臂, 轨迹跟踪

Abstract: For the trajectory tracking of CD player arm,a new robust adaptive iterative learning control algorithm was presented.The CD player system structure was analyzed,the system model was established according to the characteristics of motion of mechanical arm,the trajectory tracking control scheme of mechanical arm was provided,and the robust adaptive iterative learning control algorithm was designed based on the structural characteristics of mechanical arm.The algorithm consisted of a variable gain PD controller,a feedforward learning controller and a robust control term.The variable gain PD control flexibly adjusted the control gain to guarantee the stability of the system status according to the gain switching technique,the feedforward learning control calculated the desired feedforward torque at each iterative step by a learning rule to compensate the model uncertainty,the robust control ensured the robustness of the system under external random disturbances.Experiments showed that the proposed control algorithm could accelerate the convergence and improve the tracking performance.

Key words: robust, adaptive iterative learning control, CD player, mechanical arm, trajectory tracking

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