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Fuzzy Self-Tuning PID Semiglobal Regulator for Robot Manipulators

机译:机器人的模糊自整定PID半全局调节器。

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摘要

In this paper, we present a semiglobal asymptotic stability analysis via Lyapunov theory for a new proportional-integral-derivative (PID) controller control scheme, proposed in this work, which is based on a fuzzy system for tuning the PID gains for robot manipulators. PID controller is a well-known set point control strategy for industrial manipulators which ensures semiglobal asymptotic stability for fixed symmetric positive definite (proportional, integral, and derivative) gain matrices. We show that semiglobal asymptotic stability attribute also holds for a class of gain matrices depending on the manipulator states. This feature increases the potential of the PID control scheme to improve the performance of the transient response and handle practical constraints in actual robots such as presence of actuators with limited torque capabilities. We illustrate this potential by means of a fuzzy self-tuning algorithm to select the proportional, integral, and derivative gains according to the actual state of a robotic manipulator. To the best of the authors' knowledge, our proposal of a fuzzy self-tuning PID regulator for robot manipulators is the first one with a semiglobal asymptotic stability proof. Real-time experimental results on a two-degree-of-freedom robot arm show the usefulness of the proposed approach.
机译:在本文中,我们基于李雅普诺夫理论提出了一种半全局渐近稳定性分析,该分析是针对这项工作提出的一种新的比例积分微分(PID)控制器控制方案,该方案基于模糊系统,用于调节机械手的PID增益。 PID控制器是工业操纵器的一种著名的设定点控制策略,可确保固定对称正定(比例,积分和微分)增益矩阵的半全局渐近稳定性。我们证明了半全局渐近稳定性属性也取决于操纵器状态对一类增益矩阵成立。此功能增加了PID控制方案改善瞬态响应性能并处理实际机器人中实际约束(例如存在扭矩能力有限的执行器)的潜力。我们通过根据机器人操纵器的实际状态选择比例,积分和微分增益的模糊自整定算法来说明这种潜力。据作者所知,我们提出的一种用于机器人操纵器的模糊自调整PID调节器是第一个具有半全局渐近稳定性证明的提议。两自由度机械臂的实时实验结果表明了该方法的实用性。

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