Fast algorithms for a linear system with infinitesimal generator structure of a Markovian queueing model

In this paper, we focused on solving the perturbed four-banded linear system derived from the traffic process associated with a Markovian queueing model. Utilizing the spectral decomposition of circulant and skew circulant matrices, we computed the product of Toeplitz inversion and a vector, leading to a decomposition algorithm for perturbed four-banded linear systems. This decomposed Toeplitz system features multiple right-hand terms, significantly reducing computational complexity through Toeplitz inversion. Additionally, we introduced an algorithm based on banded LU decomposition, resulting in a banded linear system with multiple right-hand terms, where the sparsity of the banded LU decomposition is pivotal. To evaluate the algorithm's performance, we presented two examples in numerical simulations.

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Publication Details

Journal
AIMS Mathematics
Published
2025-01-01
DOI
https://doi.org/10.3934/math.2025299
Primary Topic
Advanced Queuing Theory Analysis
Type
article
Field-Weighted Citation Impact
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article

Fast algorithms for a linear system with infinitesimal generator structure of a Markovian queueing model

Zhaolin Jiang, Yanpeng Zheng, Yunlan Wei, Jin Qu
AIMS Mathematics
Advanced Queuing Theory Analysis
article

Fast algorithms for a linear system with infinitesimal generator structure of a Markovian queueing model

Zhaolin Jiang, Yanpeng Zheng, Yunlan Wei, Jin Qu
article en

Abstract

In this paper, we focused on solving the perturbed four-banded linear system derived from the traffic process associated with a Markovian queueing model. Utilizing the spectral decomposition of circulant and skew circulant matrices, we computed the product of Toeplitz inversion and a vector, leading to a decomposition algorithm for perturbed four-banded linear systems. This decomposed Toeplitz system features multiple right-hand terms, significantly reducing computational complexity through Toeplitz inversion. Additionally, we introduced an algorithm based on banded LU decomposition, resulting in a banded linear system with multiple right-hand terms, where the sparsity of the banded LU decomposition is pivotal. To evaluate the algorithm's performance, we presented two examples in numerical simulations.

AIMS MathematicsVol. 10(3)
Linyi University (CN)
Openalex Percentile: Top 92%
Advanced Queuing Theory Analysis
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Fast algorithms for a linear system with infinitesimal generator structure of a Markovian queueing model — Zhaolin Jiang, Yanpeng Zheng, et al. · AIMS Mathematics (2025) | TGRS Research Map | TGRS