Parametric Interpolation Model Order Reduction on Grassmann Manifolds by Parallelization

IF 4 2区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC
Kang-Li Xu;Zhen Li;Peter Benner
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引用次数: 0

Abstract

Based on Riemannian geometry of Grassmann manifolds and discrete Laguerre polynomials, we propose a parametric interpolation parallel MOR method for discrete-time parametric systems. First, a block discrete Fourier transform-based (BDFT) parallel strategy is presented to construct the local basis matrices, which achieves two level acceleration by parallelization. Further, using the retractions and vector transports on Grassmann manifolds, the basis matrix for a new parameter is obtained by interpolating the local bases on the tangent spaces at the different reference points. Finally, a numerical example is used to demonstrate the efficiency of our method.
通过并行化减少格拉斯曼曼图谱上的参数插值模型阶次
基于格拉斯曼流形的黎曼几何和离散拉盖尔多项式,提出了一种离散参数系统的参数插值并行MOR方法。首先,提出了一种基于分块离散傅立叶变换(BDFT)的并行策略来构造局部基矩阵,通过并行化实现了两级加速;进一步,利用格拉斯曼流形上的回缩和矢量传输,通过插值不同参考点切线空间上的局部基得到新参数的基矩阵。最后,通过一个算例验证了该方法的有效性。
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来源期刊
IEEE Transactions on Circuits and Systems II: Express Briefs
IEEE Transactions on Circuits and Systems II: Express Briefs 工程技术-工程:电子与电气
CiteScore
7.90
自引率
20.50%
发文量
883
审稿时长
3.0 months
期刊介绍: TCAS II publishes brief papers in the field specified by the theory, analysis, design, and practical implementations of circuits, and the application of circuit techniques to systems and to signal processing. Included is the whole spectrum from basic scientific theory to industrial applications. The field of interest covered includes: Circuits: Analog, Digital and Mixed Signal Circuits and Systems Nonlinear Circuits and Systems, Integrated Sensors, MEMS and Systems on Chip, Nanoscale Circuits and Systems, Optoelectronic Circuits and Systems, Power Electronics and Systems Software for Analog-and-Logic Circuits and Systems Control aspects of Circuits and Systems.
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