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arXiv 2108.13583cs.LGcs.MAmath.DS
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多线性动态系统与控制的一种新方法

A New Approach to Multilinear Dynamical Systems and Control

South Dakota Mines(南达科他矿业学院)

Randy C. Hoover, Kyle Caudle, Karen Braman

摘要:

本文提出了一种新的方法来分析和控制多线性动力系统。该方法是基于张量分解和一个新定义的循环代数的最新发展。特别地,它表明,在右张量乘法算子下,三阶张量可以被写为三阶张量的乘积,这类似于传统的矩阵特征值分解,其中“特征向量”成为特征矩阵,“特征值”成为特征元组。这一新的发展允许一个适当的张量特征值分解被定义,并通过\textit{tensor-exponential}自然延伸到线性系统理论。通过这个框架,我们扩展了许多传统的技术在线性系统理论中使用的多线性对应。

英文摘要:

The current paper presents a new approach to multilinear dynamical systems analysis and control. The approach is based upon recent developments in tensor decompositions and a newly defined algebra of circulants. In particular, it is shown that under the right tensor multiplication operator, a third order tensor can be written as a product of third order tensors that is analogous to a traditional matrix eigenvalue decomposition where the "eigenvectors" become eigenmatrices and the "eigenvalues" become eigen-tuples. This new development allows for a proper tensor eigenvalue decomposition to be defined and has natural extension to linear systems theory through a \textit{tensor-exponential}. Through this framework we extend many of traditional techniques used in linear system theory to their multilinear counterpart.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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