求解四元上广义西尔维斯特张量方程的最小弗罗贝尼斯规范解的 BiCG 算法

Symmetry Pub Date : 2024-09-06 DOI:10.3390/sym16091167
Mengyan Xie, Qing-Wen Wang, Yang Zhang
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引用次数: 0

摘要

在本文中,我们开发了一种有效的迭代算法,用于求解四元数上的广义西尔维斯特张量方程,该方程作为特例包含了几个已被充分研究的矩阵/张量方程。假设任何初始张量的舍入误差都可忽略不计,我们讨论了该算法在有限迭代次数内的收敛性。此外,我们还展示了通过选择特定类型的初始张量可以实现的唯一最小弗罗贝尼斯规范解。此外,我们还提供了数值示例,以说明我们提出的算法的实用性和有效性。这些示例包括演示该算法在解决三维微观热传输和彩色视频还原问题方面的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The BiCG Algorithm for Solving the Minimal Frobenius Norm Solution of Generalized Sylvester Tensor Equation over the Quaternions
In this paper, we develop an effective iterative algorithm to solve a generalized Sylvester tensor equation over quaternions which includes several well-studied matrix/tensor equations as special cases. We discuss the convergence of this algorithm within a finite number of iterations, assuming negligible round-off errors for any initial tensor. Moreover, we demonstrate the unique minimal Frobenius norm solution achievable by selecting specific types of initial tensors. Additionally, numerical examples are presented to illustrate the practicality and validity of our proposed algorithm. These examples include demonstrating the algorithm’s effectiveness in addressing three-dimensional microscopic heat transport and color video restoration problems.
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