Development of Frequency Weighted Model Order Reduction Techniques for Discrete-Time One-Dimensional and Two-Dimensional Linear Systems With Error Bounds

被引:3
|
作者
Imran, Muhammad [1 ]
Ahmad, Mian Ilyas [2 ]
机构
[1] Natl Univ Sci & Technol NUST, Mil Coll Signals MCS, Dept Elect Engn, Islamabad 44000, Pakistan
[2] Natl Univ Sci & Technol NUST, Res Ctr Modelling & Simulat RCMS, Dept Computat Engn, Islamabad 44000, Pakistan
关键词
Eigenvalues and eigenfunctions; Read only memory; Stability analysis; Mathematical models; Reduced order systems; Modeling; Discrete-time systems; Model reduction; minimal realization; Hankel-Singular values; optimal Hankel norm approximation; frequency response error; error bound; BALANCED TRUNCATION; STABILITY; ALGORITHM; GRAMIANS;
D O I
10.1109/ACCESS.2022.3146394
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Frequency weighted model reduction framework pretested by Enns yields an unstable reduced order model. Researchers demonstrated several stability preserving techniques to address this main shortcoming, ensuring the stability of one-dimensional and two-dimensional reduced-order systems; nevertheless, these approaches produce significant truncation errors. In this article, Gramians-based frequency weighted model order reduction frameworks have been presented for the discrete-time one-dimensional and two-dimensional systems. Proposed approaches overcome Enns' main shortcoming in reduced-order model instability. In comparison to the various stability-preserving approaches, proposed frameworks provide an easily measurable a priori error-bound expression. The simulation results show that proposed frameworks perform well in comparison to other existing stability-preserving strategies, demonstrating the efficacy of proposed frameworks.
引用
收藏
页码:15096 / 15117
页数:22
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