基于双线性系统的限时交叉格拉米安法降维

IF 2.1 2区 数学 Q1 MATHEMATICS, APPLIED
Zhi-Hua Xiao , Yao-Lin Jiang , Zhen-Zhong Qi
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引用次数: 0

摘要

交叉格拉米安是减少模型阶次的有用工具,但只适用于方形动力系统。本文首先将限时交叉格拉米安扩展到满足广义西尔维斯特方程的平方双线性系统,然后利用分散控制的概念来近似非平方双线性系统的交叉格拉米安。为了说明这些交叉格拉米安,我们基于移位 Legendre 多项式对其进行了有效计算,并将其应用于降维,通过截断与较小的近似广义汉克尔奇异值相关的状态,从而得到一个低维模型。结合主导子空间投影法,我们的降维程序经过修改,在某些特定条件下产生了有界输入有界输出的稳定保留降维模型。最后,数值实验结果表明我们的还原方法是有效的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Dimension reduction based on time-limited cross Gramians for bilinear systems
The cross Gramian is a useful tool in model order reduction but only applicable to square dynamical systems. Throughout this paper, time-limited cross Gramians is firstly extended to square bilinear systems that satisfies a generalized Sylvester equation, and then concepts from decentralized control are used to approximate a cross Gramian for non-square bilinear systems. In order to illustrate these cross Gramians, they are calculated efficiently based on shifted Legendre polynomials and applied to dimension reduction, which leads to a lower dimensional model by truncating the states that are associated with smaller approximate generalized Hankel singular values. In combination of the dominant subspace projection method, our reduction procedure is modified to produce a bounded-input bounded-output stable-preserved reduced model under some certain conditions. At last, the performance of numerical experiments indicates the validity of our reduction methods.
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来源期刊
CiteScore
5.40
自引率
4.20%
发文量
437
审稿时长
3.0 months
期刊介绍: The Journal of Computational and Applied Mathematics publishes original papers of high scientific value in all areas of computational and applied mathematics. The main interest of the Journal is in papers that describe and analyze new computational techniques for solving scientific or engineering problems. Also the improved analysis, including the effectiveness and applicability, of existing methods and algorithms is of importance. The computational efficiency (e.g. the convergence, stability, accuracy, ...) should be proved and illustrated by nontrivial numerical examples. Papers describing only variants of existing methods, without adding significant new computational properties are not of interest. The audience consists of: applied mathematicians, numerical analysts, computational scientists and engineers.
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