Dimension reduction based on approximate gramians via Laguerre polynomials for coupled systems

IF 1.6 4区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS IMA Journal of Mathematical Control and Information Pub Date : 2024-01-15 DOI:10.1093/imamci/dnad034
Zhen-Zhong Qi, Zhi-Hua Xiao, Jia-Wei Yuan
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Abstract

In this paper, we focus on the topic of model order reduction (MOR) for coupled systems. At first, an approximation via Laguerre polynomials expansions to controllability and observability gramians for such systems are presented, which provides a low-rank decomposition form whose factors are constructed from a recurrence formula instead of Lyapunov equations. Then, in combination of balanced truncation and dominant subspace projection method, a series of MOR algorithms are proposed that preserve the coupled structures. What’s more, some main properties of reduced-order models, such as stability preservation, are well discussed. Finally, three numerical simulations are provided to illustrate the effectiveness of our algorithms.
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通过拉盖尔多项式对耦合系统进行近似格兰方法降维
本文重点讨论耦合系统的模型阶次缩减(MOR)问题。首先,本文提出了一种通过拉盖尔多项式展开对此类系统的可控性和可观测性格兰进行近似的方法,它提供了一种低阶分解形式,其因子由递推公式而非 Lyapunov 方程构建。然后,结合平衡截断法和优势子空间投影法,提出了一系列保留耦合结构的 MOR 算法。此外,还充分讨论了减阶模型的一些主要特性,如稳定性保持等。最后,我们提供了三个数值模拟来说明我们算法的有效性。
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来源期刊
CiteScore
3.30
自引率
6.70%
发文量
33
审稿时长
>12 weeks
期刊介绍: The Journal is to provide an outlet for papers which are original and of high quality in mathematical control theory, systems theory, and applied information sciences. Short papers and mathematical correspondence or technical notes will be welcome, although the primary function of the journal is to publish papers of substantial length and coverage. The emphasis will be upon relevance, originality and clarify of presentation, although timeliness may well be an important feature in acceptable papers. Speculative papers that suggest new avenues for research or potential solutions to unsolved problems of control and information theory will be particularly welcome. Specific application papers will not normally be within the remit of the journal. Applications that illustrate techniques or theories will be acceptable. A prime function of the journal is to encourage the interplay between control and information theory and other mathematical sciences. All submitted papers will be judged on their merits by at least two referees and a full paper report will be available to the intending authors. Submitted articles will in general be published in an issue within six months of submission. Papers should not have previously published, nor should they be undes consideration for publication in another journal. This Journal takes publication ethics very seriously. If misconduct is found or suspected after the manuscript is published, the journal will investigate the matter and this may result in the article subsequently being retracted.
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