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Adaptive feedforward controller for a DC motor drive based on inverse dynamic model with recursive least squares parameter estimation

机译:基于具有递推最小二乘参数估计的逆动态模型的直流电动机驱动器自适应前馈控制器

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This article deals with the development of a simple adaptive controller for DC motor drives, based on the feed forward compensation of the drive's dynamic. Several variants of the drive's inverse model are proposed in both continuous and discrete form. The model's parameters are estimated online using the Recursive Least Squares method. A polynomial approximation filter (Savitzky-Golay) to determine noisy measured signal derivatives is used to estimate all of the inverse dynamic model's states. The resulting control algorithm is able to learn a complete model of the dynamics without any need for adjusting or setting user parameters. The paper also covers real experiments conducted to test the behaviour of the developed algorithm.
机译:本文基于驱动器动态的前馈补偿,研究了一种用于直流电动机驱动器的简单自适应控制器的开发。提出了驱动器逆模型的几种变体,包括连续形式和离散形式。使用递归最小二乘法在线估计模型的参数。确定噪声测量信号导数的多项式逼近滤波器(Savitzky-Golay)用于估算所有逆动态模型的状态。最终的控制算法无需调整或设置用户参数即可学习完整的动力学模型。本文还涵盖了为测试所开发算法的行为而进行的实际实验。

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