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State estimation for the system with unknown sensor inputs, asynchronous correlated noises and packet loss compensation

机译:具有未知传感器输入,异步相关噪声和丢包补偿的系统的状态估计

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摘要

To settle the unknown sensor inputs, correlated noises and packet loss compensation issues for linear system, an optimal estimation algorithm is studied considering linear unbiased minimum variance criterion. By describing packet losses and the compensation values with a series of Bernoulli distribution random variables, a new measurement equation is constructed. Subsequently, considering there is no prior information about unknown inputs, based on the projection theorem and auxiliary equation, the optimal estimation algorithm is derived. Finally, the convergence and robustness are shown by the simulation.
机译:为了解决线性系统的未知传感器输入,相关噪声和丢包补偿问题,研究了一种考虑线性无偏最小方差准则的最优估计算法。通过使用一系列伯努利分布随机变量描述数据包丢失和补偿值,构建了一个新的测量方程。随后,考虑到不存在关于未知输入的先验信息,基于投影定理和辅助方程式,推导最佳估计算法。最后,仿真表明了算法的收敛性和鲁棒性。

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