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Convergence Analysis of Modified Triangular and Triangular Splitting Method for the Solution of Regularized Linear System-Circulant Matrices: Convergence Analysis of MTTS

机译:正规化线性系统循环矩阵解压缩三角形分裂方法的收敛性分析:MTTS的收敛分析

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摘要

In this paper, the homogeneous system πQ = 0 is transformed to the non homogeneous regularized linear system Ax = b by introducing small perturbation ε, and proved that the matrix A = Q~T + εI is positive definite for ε > 0. The steady state probability vector π of an irreducible circulant rate matrix Q is computed, and also obtained the condition for the convergence of unique iterative solution by Modified Triangular and Triangular Splitting (MTTS) method proposed as in the cases of Traingualr and Triangular Splitting (TTS), Triangular and Skew-symmetric Splitting (TSS). Moreover, we prove some properties of circulant matrices. From the numerical results, we conclude that the steady state probability vector of proposed method converges rapidly to unique solution compare to TTS, and Jacobi methods.
机译:在本文中,通过引入小的扰动ε将均匀系统πq= 0变换为非均匀正则线性系统AX = B,并证明了矩阵A = Q〜T +εi为ε> 0的正定。稳定 计算不可缩小的循环率矩阵Q的状态概率矢量π,并且还通过改进的三角形和三角形分裂(MTTS)方法获得了独特迭代解的综合迭代解的条件,如Traingualr和三角形分裂(TTS)的情况下, 三角形和歪斜对称分裂(TSS)。 此外,我们证明了循环矩阵的一些性质。 从数值结果来,我们得出结论,所提出的方法的稳态概率向量迅速收敛到与TTS和Jacobi方法相比的独特解决方案。

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