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

delete2025-01-01
delete7
PRE
AI
L
Ling Xu *
X
Xiao Zhang
丁
丁凤 (Feng Ding)
Q
Quanmin Zhu
DOI:10.1109/LSP.2024.3519897delete
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摘要

摘要

En 中文
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.
Keyword:
State estimation
Vectors
Signal processing algorithms
Mathematical models
Delays
Covariance matrices
Convergence
Stochastic processes
Nonlinear systems
Kalman filters
Kalmam filtering
state-delay
state estimation
signal processing

期刊

IEEE Signal Processing Magazine 封面图
IEEE Signal Processing Magazine
IF:
9.6
论文数:
1.1W
被引数:
1.7W

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U
University of West England
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3.2K
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C
Changzhou University
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被引数: 1.1W
J
Jiangnan University
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3.9W
论文数: 2.7W
被引数: 4.7W
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