An Extended State Observer with Adjustable Bandwidth for Measurement Noise

IF 1.9 3区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS
Shihua Zhang, Xiaohui Qi, Sen Yang
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引用次数: 0

Abstract

In this paper, a bandwidth-adjustable extended state observer (ABESO) is proposed for the systems with measurement noise. It is known that increasing the bandwidth of the observer improves the tracking speed but tolerates noise, which conflicts with observation accuracy. Therefore, we introduce a bandwidth scaling factor such that ABESO is formulated to a 2-degree-of-freedom system. The observer gain is determined and the bandwidth scaling factor adjusts the bandwidth according to the tracking error. When the tracking error decreases, the bandwidth decreases to suppress the noise, otherwise the bandwidth does not change. It is proven that the error dynamics are bounded and converge in finite time. The relationship between the upper bound of the estimation error and the scaling factor is given. When the scaling factor is less than 1, the ABESO has higher estimation accuracy than the linear extended state observer (LESO). Simulations of an uncertain nonlinear system with compound disturbances show that the proposed ABESO can successfully estimate the total disturbance in noisy environments. The mean error of total disturbance of ABESO is 15.28% lower than that of LESO.
带宽可调的测量噪声扩展状态观测器
本文针对存在测量噪声的系统提出了带宽可调扩展状态观测器(ABESO)。众所周知,增加观测器的带宽可以提高跟踪速度,但对噪声的容忍度却与观测精度相冲突。因此,我们引入了一个带宽缩放因子,使 ABESO 适用于 2 自由度系统。观测器增益确定后,带宽缩放因子会根据跟踪误差调整带宽。当跟踪误差减小时,带宽减小以抑制噪声,否则带宽不变。实验证明,误差动态是有界的,并在有限时间内收敛。给出了估计误差上限与缩放因子之间的关系。当缩放因子小于 1 时,ABESO 比线性扩展状态观测器(LESO)具有更高的估计精度。对带有复合扰动的不确定非线性系统的仿真表明,所提出的 ABESO 能在噪声环境中成功估计总扰动。ABESO 的总扰动平均误差比 LESO 低 15.28%。
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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来源期刊
Journal of Systems Engineering and Electronics
Journal of Systems Engineering and Electronics 工程技术-工程:电子与电气
CiteScore
4.10
自引率
14.30%
发文量
131
审稿时长
7.5 months
期刊介绍: Information not localized
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