AAA rational approximation for time domain model order reduction

IF 2.9 2区 数学 Q1 MATHEMATICS, APPLIED Applied Mathematics Letters Pub Date : 2024-06-03 DOI:10.1016/j.aml.2024.109188
Giovanni Conni , Frank Naets , Karl Meerbergen
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Abstract

In this paper an extension of the Adaptive Antoulas-Anderson (AAA) Model Order Reduction (MOR) method to time-domain data is defined, referred to as Time-Domain AAA (TDAAA). Inspired by other rational approximation time-domain MOR methods, like Time-Domain Vector Fitting (TDVF) and Time-Domain Loewner Framework (TDLF), TDAAA combines the adaptivity and flexibility of the AAA method in the frequency domain with an error minimization in the time domain. This combination makes the method an interesting alternative to fully time-domain or frequency-domain MOR methods. A combination of AAA and TDVF is also proposed, called AAA-TDVF, where the initial TDVF poles are selected by AAA. This new poles initialization improves both accuracy and convergence speed. Both TDAAA and TDVF are discussed in detail and their performance is compared on a benchmark LTI system.

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用于减少时域模型阶次的 AAA 有理近似法
本文定义了将自适应安图拉斯-安德森(AAA)模型阶次削减(MOR)方法扩展到时域数据的方法,称为时域 AAA(TDAAA)。受时域矢量拟合(TDVF)和时域 Loewner 框架(TDLF)等其他理性近似时域 MOR 方法的启发,TDAAA 将 AAA 方法在频域的适应性和灵活性与时域误差最小化相结合。这种结合使该方法成为完全时域或频域 MOR 方法的一种有趣的替代方法。我们还提出了 AAA 和 TDVF 的组合,称为 AAA-TDVF,其中 TDVF 的初始极点由 AAA 选择。这种新的极点初始化方法提高了精度和收敛速度。本文详细讨论了 TDAAA 和 TDVF,并在一个基准 LTI 系统上比较了它们的性能。
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来源期刊
Applied Mathematics Letters
Applied Mathematics Letters 数学-应用数学
CiteScore
7.70
自引率
5.40%
发文量
347
审稿时长
10 days
期刊介绍: The purpose of Applied Mathematics Letters is to provide a means of rapid publication for important but brief applied mathematical papers. The brief descriptions of any work involving a novel application or utilization of mathematics, or a development in the methodology of applied mathematics is a potential contribution for this journal. This journal''s focus is on applied mathematics topics based on differential equations and linear algebra. Priority will be given to submissions that are likely to appeal to a wide audience.
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