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Fuzzy Adaptation Algorithms' Control for Robot Manipulators with Uncertainty Modelling Errors

机译:具有不确定性建模错误的机器人操纵器的模糊适应算法

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摘要

A novel fuzzy control scheme with adaptation algorithms is developed for robot manipulators' system. At the beginning, one adjustable parameter is introduced in the fuzzy logic system, the robot manipulators system with uncertain nonlinear terms as the master device and a referencemodel dynamic system as the slave robot system. To overcome the limitations such as online learning computation burden and logic structure in conventional fuzzy logic systems, a parameter should be used in fuzzy logic system, which composes fuzzy logic system with updated parameter laws, and can be formed for a new fashioned adaptation algorithms controller. The error closed-loop dynamical system can be stabilized based on Lyapunov analysis, the number of online learning computation burdens can be reduced greatly, and the different kinds of fuzzy logic systems with fuzzy rules or without any fuzzy rules are also suited. Finally, effectiveness of the proposed approach has been shown in simulation example.
机译:为机器人操纵器系统开发了一种具有适应算法的新型模糊控制方案。 在开始时,在模糊逻辑系统中引入了一个可调参数,该机器人机械手系统具有不确定的非线性术语作为主设备和作为从机器人系统的引用示例性动态系统。 为了克服传统模糊逻辑系统中的在线学习计算负担和逻辑结构等限制,应在模糊逻辑系统中使用参数,该系统组成具有更新参数规律的模糊逻辑系统,可以形成新的塑造适应算法控制器 。 误差闭环动态系统可以基于Lyapunov分析稳定,在线学习计算负担的数量可以大大减少,以及具有模糊规则或没有任何模糊规则的不同种类的模糊逻辑系统。 最后,在仿真示例中显示了所提出的方法的有效性。

著录项

  • 来源
    《Complexity》 |2018年第2期|共8页
  • 作者单位

    Xi An Jiao Tong Univ State Key Lab Mfg Syst Engn Xian 710049 Shaanxi Peoples R China;

    Xi An Jiao Tong Univ State Key Lab Mfg Syst Engn Xian 710049 Shaanxi Peoples R China;

    Xian Univ Posts &

    Telecommun Sch Automat Xian Shaanxi Peoples R China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 大系统理论;
  • 关键词

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