对偶四元数奇异值分解的快速保结构方法

IF 1.2 2区 数学 Q2 MATHEMATICS, APPLIED
Wenxv Ding, Ying Li, Musheng Wei
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引用次数: 0

摘要

本文建立了对偶四元数矩阵的对偶矩阵表示,为对偶四元数奇异值分解(DQSVD)的快速、创新的对偶结构保持算法奠定了基础。利用对偶四元数Householder变换,利用对偶四元数的现有特性,设计了一种结构保持算法。该算法的一个显著优点是在DQSVD过程中将对偶四元数矩阵双对角化为对偶矩阵过程中的四元数运算转化为实运算。因此,计算效率显著提高。为了验证算法的有效性,给出了一系列数值算例。在这些例子中,我们构造了彩色图像的对偶复矩阵表示,并将结构保持算法的概念应用于对偶复奇异值分解(DCSVD)。该方法已成功地应用于彩色图像的水印设计中。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Fast Structure-Preserving Method for Dual Quaternion Singular Value Decomposition

In this paper, we establish a novel dual matrix representation for dual quaternion matrices, which forms the foundation for a fast and innovative dual structure-preserving algorithm for dual quaternion singular value decomposition (DQSVD). By leveraging the dual quaternion Householder transformation and exploiting the existing properties of dual quaternions, we design a structure-preserving algorithm. This algorithm has a remarkable advantage in that it can convert quaternion operations in the process of bidiagonalizing the dual quaternion matrix into a dual matrix during DQSVD into real operations. As a result, computational efficiency is significantly enhanced. To verify the effectiveness of our proposed algorithm, we present a series of numerical examples. In these examples, we construct the dual complex matrix representation of color images and apply the concept of the structure-preserving algorithm to the dual complex singular value decomposition (DCSVD). This has been successfully employed in the watermark design of color images.

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来源期刊
Advances in Applied Clifford Algebras
Advances in Applied Clifford Algebras 数学-物理:数学物理
CiteScore
2.20
自引率
13.30%
发文量
56
审稿时长
3 months
期刊介绍: Advances in Applied Clifford Algebras (AACA) publishes high-quality peer-reviewed research papers as well as expository and survey articles in the area of Clifford algebras and their applications to other branches of mathematics, physics, engineering, and related fields. The journal ensures rapid publication and is organized in six sections: Analysis, Differential Geometry and Dirac Operators, Mathematical Structures, Theoretical and Mathematical Physics, Applications, and Book Reviews.
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