Data-driven model reduction by two-sided moment matching

被引:2
|
作者
Mao, Junyu [1 ]
Scarciotti, Giordano [1 ]
机构
[1] Imperial Coll London, Dept Elect & Elect Engn, London, England
关键词
Model reduction; Data-driven; Moment matching; System identification; Time-domain; Two-sided; Linear systems; INTERPOLATION;
D O I
10.1016/j.automatica.2024.111702
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this brief paper, we propose a time-domain data-driven method for model order reduction by two-sided moment matching for linear systems. An algorithm that asymptotically approximates a key interpolation matrix from time-domain samples of the so-called two-sided interconnection is provided. Exploiting this estimated interpolation matrix, we determine the unique reduced-order model of order v, which asymptotically matches the moments at 2v distinct interpolation points. Furthermore, we discuss the impact that certain disturbances and data distortions may have on the algorithm. Finally, we illustrate the use of the proposed methodology by means of a benchmark model. (c) 2024 The Authors. Published by Elsevier Ltd. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
引用
收藏
页数:9
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