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Application of a self-organizing fuzzy control to the joint control of a Puma-760 robot

机译:自组织模糊控制在Puma-760机器人联合控制中的应用

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The control performance of the present self-organizing control (SOC) algorithm is often limited due to quantization of process variables and large amount of computation time required within small sampling time. To improve these limitations this paper presents a combined control structure in which the conventional P-control law is used in parallel with a modified fuzzy SOC algorithm. To run the algorithm fast, the inference mechanism of the fuzzy rules is simplified by modifying the SOC algorithm. Addition of the P-control law is made in the feedforward path to guarantee stability at initial stage before the rules are completely created. To test the performance of the proposed control scheme and structure, a series of experiments were performed using a PUMA-760 robot. The experimental results show that the proposed structure can be effectively applied to the control of robot manipulators when implemented to the personal computer.
机译:由于过程变量的量化和在短采样时间内所需的大量计算时间,当前的自组织控制(SOC)算法的控制性能通常受到限制。为了改善这些限制,本文提出了一种组合控制结构,其中常规P控制律与改进的模糊SOC算法并行使用。为了快速运行算法,通过修改SOC算法简化了模糊规则的推理机制。在前馈路径中添加了P控制法则,以确保在规则完全创建之前的初始阶段保持稳定。为了测试所提出的控制方案和结构的性能,使用PUMA-760机器人进行了一系列实验。实验结果表明,所提出的结构在应用于个人计算机时可以有效地应用于机器人操纵器的控制。

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