A Delta Operator State Estimation Algorithm for Discrete-Time Systems With State Time-Delay

IF 3.2 2区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC IEEE Signal Processing Letters Pub Date : 2024-12-18 DOI:10.1109/LSP.2024.3519897
Ling Xu;Xiao Zhang;Feng Ding;Quanmin Zhu
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Abstract

This letter presents a state estimation algorithm for linear discrete-time systems with state-delay. In order to overcome the difficulty that the traditional Kalman filter cannot estimate the states of the systems with state-delay, a state estimation strategy is developed by combining the auxiliary model with the delta operator. Then, by constructing and minimizing the covariance matrix of the state reconstruction errors, a delta operator state estimation algorithm is derived and it can fulfill effective state estimation for the linear discrete-time system with state-delay. Moreover, the convergence proof is provided by means of stochastic stability theory. Finally, the experimental results demonstrate that the developed state estimation method is effective.
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具有状态时滞的离散系统的Delta算子状态估计算法
本文提出了一种具有状态延迟的线性离散系统的状态估计算法。为了克服传统卡尔曼滤波器无法估计具有状态延迟的系统状态的困难,提出了一种将辅助模型与增量算子相结合的状态估计策略。然后,通过构造状态重构误差的协方差矩阵并最小化,推导出一种delta算子状态估计算法,该算法可以实现具有状态延迟的线性离散系统的有效状态估计。并利用随机稳定性理论给出了收敛性证明。实验结果表明,所提出的状态估计方法是有效的。
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来源期刊
IEEE Signal Processing Letters
IEEE Signal Processing Letters 工程技术-工程:电子与电气
CiteScore
7.40
自引率
12.80%
发文量
339
审稿时长
2.8 months
期刊介绍: The IEEE Signal Processing Letters is a monthly, archival publication designed to provide rapid dissemination of original, cutting-edge ideas and timely, significant contributions in signal, image, speech, language and audio processing. Papers published in the Letters can be presented within one year of their appearance in signal processing conferences such as ICASSP, GlobalSIP and ICIP, and also in several workshop organized by the Signal Processing Society.
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