Laguerre-Based Frequency-Limited Balanced Truncation of Discrete-Time Systems
model order reduction
balanced truncation
discrete-time systems
QA1-939
frequency-limited
Laguerre functions
Mathematics
DOI:
10.3390/math13030448
Publication Date:
2025-01-29T08:26:10Z
AUTHORS (3)
ABSTRACT
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.
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