Special structural Gramian approximation methods for model order reduction of time-delay systems

被引:0
|
作者
Cheng, Gaoyuan [1 ]
Wang, Xiaolong [1 ]
Miao, Zhen [1 ]
机构
[1] Northwestern Polytech Univ, Sch Math & Stat, Xian 710072, Peoples R China
基金
中国国家自然科学基金;
关键词
balanced truncation; Laguerre functions; low-rank approximation; model order reduction; time-delay systems;
D O I
10.1002/asjc.3437
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Model order reduction methods via low-rank approximation of Gramians for time-delay systems are developed in this paper. The main contribution is to achieve the balancing and truncation of the system by utilizing low-rank decomposition of the Gramians combined with the low-rank square root framework. Here, based on Laguerre expansion technique, the low-rank factorization of the system Gramians is realized via a linear system with special structure, thus enabling an efficient implementation of the reduction process. Furthermore, the issue of stability preservation is briefly described. We employ the dominant subspaces projection model reduction method to mitigate the effects which may accidentally produce unstable reduced models. Finally, numerical results verify the performance of the approximation-Gramian methods.
引用
收藏
页码:332 / 342
页数:11
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