Laguerre-Based Frequency-Limited Balanced Truncation of Discrete-Time Systems

被引:0
作者
Song, Zhou [1 ]
Song, Qiu-Yan [2 ]
Zulfiqar, Umair [3 ]
机构
[1] Univ Queensland, Sch Mech & Min Engn, Brisbane, Qld 4072, Australia
[2] Shanghai Univ, Sch Mechatron Engn & Automat, Shanghai 200072, Peoples R China
[3] Yangtze Univ, Sch Elect Informat & Elect Engn, Jingzhou 434023, Peoples R China
基金
中国国家自然科学基金;
关键词
model order reduction; frequency-limited; balanced truncation; Laguerre functions; discrete-time systems; MODEL-REDUCTION TECHNIQUE; ORDER REDUCTION; LINEAR-SYSTEMS;
D O I
10.3390/math13030448
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
This paper introduces a novel model order reduction (MOR) method for linear discrete-time systems, focusing on frequency-limited balanced truncation (BT) techniques. By leveraging Laguerre functions, we develop two efficient MOR algorithms that avoid the computationally expensive generalized Lyapunov equation solvers used in traditional methods. These algorithms employ recursive formulas to calculate Laguerre expansion coefficients, which are then used to derive low-rank decomposition factors for frequency-limited controllability and observability Gramians. Additionally, we enhance the Laguerre-based low-rank MOR algorithm by incorporating a modified frequency-limited BT method, further improving its computational efficiency. Numerical simulations validate the effectiveness of the proposed approach, demonstrating significant reductions in computational complexity while maintaining accuracy in system approximation.
引用
收藏
页数:15
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