A wavelet-based multi-resolution PID controller

S. Parvez, Zhiqiang Gao
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引用次数: 11

Abstract

This paper presents a novel controller based on multi-resolution decomposition using wavelets. The controller is similar to a proportional-integral-derivative controller in principle and application. The output from a motion control system represents the cumulative effect of uncertainties such as measurement noise, frictional variation and external torque disturbances, which manifest at different scales. The wavelet is used to decompose the error signal into signals at different scales. These signals are then used to compensate for the uncertainties in the plant. Through hardware results on a motion control system this controller is shown to perform better than a PID in terms of its ability to provide smooth control signal, better disturbance and noise rejection.
基于小波的多分辨率PID控制器
提出了一种基于小波多分辨率分解的控制器。该控制器在原理和应用上与比例-积分-导数控制器相似。运动控制系统的输出代表了测量噪声、摩擦变化和外部扭矩干扰等不确定性的累积效应,这些不确定性在不同尺度上表现出来。利用小波变换将误差信号分解为不同尺度的信号。然后,这些信号被用来补偿植物中的不确定性。通过运动控制系统的硬件结果表明,该控制器在提供平滑控制信号,更好地抑制干扰和噪声方面优于PID。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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