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Neural network-based adaptive position tracking control for bilateral teleoperation under constant time delay

机译:恒定时延的基于神经网络的双边遥距自适应位置跟踪控制

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摘要

The trajectory tracking problem for the teleoperation systems is addressed in this paper. Two neural network-based controllers are designed for the teleoperation system in free motion. First, with the defined synchronization variables containing the velocity error and the position error between master and slaver, a new adaptive controller using the acceleration signal is designed to guarantee the position and velocity tracking performance between the master and the slave manipulators. Second, with the acceleration signal unavailable, a controller with the new synchronization variables is proposed such that the trajectory tracking error between the master and the slave robots asymptotically converges to zero. By choosing proper Lyapunov functions, the asymptotic tracking performance with these two controllers is proved without the knowledge of the upper bound of the neural network approximation error and the external disturbance. Finally, the simulations are performed to show the effectiveness of the proposed methods.
机译:本文解决了远程操作系统的轨迹跟踪问题。两个基于神经网络的控制器设计用于自由运动的远程操作系统。首先,利用已定义的同步变量,其中包含主从设备之间的速度误差和位置误差,使用加速度信号设计一种新的自适应控制器,以确保主从设备之间的位置和速度跟踪性能。其次,在加速度信号不可用的情况下,提出了一种具有新同步变量的控制器,以使主从机器人之间的轨迹跟踪误差渐近收敛于零。通过选择适当的Lyapunov函数,证明了这两个控制器的渐近跟踪性能,而无需了解神经网络逼近误差的上限和外部干扰。最后,进行仿真以显示所提出方法的有效性。

著录项

  • 来源
    《Neurocomputing》 |2013年第3期|204-212|共9页
  • 作者单位

    Institute of Electrical Engineering, Yanshan University, Qinhuangdao City, 066004, China;

    Institute of Electrical Engineering, Yanshan University, Qinhuangdao City, 066004, China;

    Institute of Electrical Engineering, Yanshan University, Qinhuangdao City, 066004, 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

    teleoperation system; time delay; neural network; adaptive control;

    机译:遥操作系统时滞神经网络自适应控制;

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