Definition of the HOSVD based canonical form of polytopic dynamic models

P. Baranyi, L. Szeidl, P. Várlaki, Y. Yam
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引用次数: 64

Abstract

The main objective of the paper is to introduce how the concept of tensor HOSVD can be carried over to the TP (tensor product) dynamic models, namely, how we can define and generate the "HOSVD like" decomposition of linear parameter varying (LPV) dynamic models. We term this decomposition as HOSVD based canonical form of TP model or polytopic model form. The key idea and the basic concept of this decomposition was proposed with the TP model transformation based control design methodology. The novelty of this paper is to present the mathematical background of this concept. The paper shows convergency theorems how the TP model transformation is capable of reconstructing this HOSVD based canonical form numerically. The proofs of the theorems are lengthy, therefore they are omitted. The paper also presents numerical examples to show the applicability, efficiency and uniformity of the numerical reconstruction
基于HOSVD的多面体动态模型规范形式的定义
本文的主要目的是介绍如何将张量HOSVD的概念转移到TP(张量积)动态模型中,即我们如何定义和生成线性参数变化(LPV)动态模型的“类HOSVD”分解。我们将这种分解称为基于HOSVD的TP模型的规范形式或多面体模型形式。利用基于TP模型转换的控制设计方法,提出了该分解的核心思想和基本概念。本文的新颖之处在于提出了这一概念的数学背景。本文用数值方法证明了TP模型变换能够重构基于HOSVD标准形式的收敛性定理。这些定理的证明很长,因此省略了。文中还通过数值算例说明了数值重建的适用性、有效性和均匀性
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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