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Analysis of the Use of Low-Pass Filters with High-Gain Observers

机译:具有高增益观察器的低通滤波器的使用分析

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Abstract: High-gain observers play an important role in the design of feedback control for nonlinear systems. One challenge in the use of high-gain observers is the effect of measurement noise. It is shown in the literature that the presence of measurement noise puts a constraint on how high the observer gain could be, which forces a trade-off between the fast convergence of state estimates and the error due to measurement noise. A number of techniques have been proposed in the literature to attenuate the effects of measurement noise on systems utilizing a high-gain observer. In experimental applications of high-gain observers, it is quite common to use a low-pass filter to filter out the high-frequency components of the noise before feeding the measurement into the observer. In this paper we analyze effect of measurement noise on high-gain observers when low pass filters are used.
机译:摘要:高增益观测器在非线性系统的反馈控制设计中起着重要作用。使用高增益观测器的挑战之一是测量噪声的影响。在文献中表明,测量噪声的存在限制了观察者增益的高低,这迫使在状态估计的快速收敛与由于测量噪声引起的误差之间进行权衡。在文献中已经提出了许多技术来衰减测量噪声对利用高增益观测器的系统的影响。在高增益观测器的实验应用中,在将测量值馈送到观测器之前,通常使用低通滤波器滤除噪声的高频分量。在本文中,我们分析了使用低通滤波器时测量噪声对高增益观测器的影响。

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