首页> 外文会议>2011 IEEE 16th Conference on Emerging Technologies and Factory Automation >Comparison of packet loss compensation in nonlinear Networked Control Systems using the methods Extended Kalman Filter and Unscented Kalman Filter
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Comparison of packet loss compensation in nonlinear Networked Control Systems using the methods Extended Kalman Filter and Unscented Kalman Filter

机译:使用扩展卡尔曼滤波器和无味卡尔曼滤波器的非线性网络控制系统中的丢包补偿比较

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In this paper, the performance of two nonlinear estimators is compared to deal with packet loss in Networked Control Systems (NCS). The evaluated nonlinear estimation methods are: Extended Kalman Filter (EKF) and Unscented Kalman Filter (UKF). In this article, it is shown that modifications are required in order to keep the convergence of the estimators when there is packet loss in NCS. In particular it is shown that, for this kind of applications, the UKF can perform as well as EKF.
机译:在本文中,比较了两种非线性估计器的性能,以处理网络控制系统(NCS)中的数据包丢失。评估的非线性估计方法为:扩展卡尔曼滤波器(EKF)和无味卡尔曼滤波器(UKF)。在本文中,显示了需要修改,以便在NCS中出现数据包丢失时保持估计器的收敛性。尤其表明,对于此类应用,UKF的性能可与EKF媲美。

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