面向互联系统的一类保结构模型降阶方法
Structure-preserving model order reduction for interconnected systems
祁振中 1赵佳超 1肖志华2
作者信息
- 1. 西北大学数学学院,陕西 西安 710127
- 2. 长江大学信息与数学学院,湖北荆州 434023
- 折叠
摘要
互联系统作为一类特殊的复杂系统,其物理性质与系统的拓扑结构密切相关.因此在降阶过程中同时保持原始系统的耦合结构具有重要的现实意义.基于此,本文针对互联系统研究了一类保结构的模型降阶方法.首先,利用移位Legendre多项式正交分析技术,从归一化角度提出了计算互联系统可控与可观Gram矩阵的低秩分解算法.其次,结合平衡截断与主子空间投影方法,提出了一类保结构的降阶方法,并证明了降阶模型的保稳定性.最后,通过数值实验验证了所提方法的可行性与有效性.
Abstract
As a special class of complex systems,the properties of interconnected systems are related to its topology structures.It is necessary to preserve the structures of original systems during dimension reduction.As a result,this paper focus on the topic of model order reduction(MOR)for intercon-nected systems and presents a series structure-preserving MOR methods.The associated controllability gramian as well as observability gramian is approximately in a low-rank decomposition form,which is constructed via shifted Legendre polynomials expansions instead of Lyapunov equations.In combi-nation of balanced truncation and dominant subspace projection method,a class of MOR algorithms are proposed,which preserve the interconnection structures.What's more,the property of stability preservation for reduced-order models is well discussed.Finally,numerical simulations are provided to illustrate the effectiveness of our proposed algorithms.
关键词
模型降阶/互联系统/移位Legendre多项式/平衡截断/主子空间Key words
model order reduction(MOR)/interconnected systems/shifted Legendre polynomials/balanced truncation/dominant subspace引用本文复制引用
基金项目
国家自然科学基金(62273059)
陕西省自然科学基金(2020JQ-569)
出版年
2024
NETL
NSTL
万方数据