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Observer-Based Realization of Control Systems

delete2025-09-01
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PRE
AI
D
Daizhan Cheng
X
Xiao Zhang
Z
Zhengping Ji
C
Changxi Li
DOI:10.1109/TAC.2025.3604656delete
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摘要

摘要

En 中文
A novel model reduction framework for large-scale complex systems is proposed by introducing function -type dynamic control systems via the dimension-keeping semi-tensor product (DK-STP) of matrices. Utilizing bridge matrices, the DK-STP facilitates the construction of an approximate observer-based realization (OR) of a linear control system in the form of a function-type control system, where the functions serve as observers. A necessary and sufficient condition is established for the OR-system to admit exact observer dynamics. When an exact OR-system does not exist, an extended OR-system is developed by incorporating the original system’s observers into its state. Furthermore, a minimal feedback extended OR-system is constructed, and its relationship to Kalman’s minimal realization is analyzed. Finally, the proposed approach is extended to nonlinear control-affine systems.
Keyword:
Cross-dimensional projection
model reduction
semi-tensor product (STP) of matrices
state-observer (SO) systems
system realization

期刊

IEEE Transactions on Automatic Control 封面图
IEEE Transactions on Automatic Control
IF:
7
论文数:
1.3W
被引数:
6.7W

机构

H
hong kong polytechnic university
学者数:
3.0W
论文数: 4.1W
被引数: 921
S
shandong university
学者数:
9.5W
论文数: 6.4W
被引数: 94
F
friedrich-alexander-universität erlangen-nürnberg
学者数:
308
论文数: 106
被引数: 0
C
chinese academy of sciences
学者数:
56.7W
论文数: 45.0W
被引数: 704
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