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首页> 外文期刊>Journal of Computational and Applied Mathematics >Approximate solution for two stage open networks with Markov-modulated queues minimizing the state space explosion problem
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Approximate solution for two stage open networks with Markov-modulated queues minimizing the state space explosion problem

机译:具有马尔可夫调制队列的两阶段开放式网络的近似解决方案,将状态空间爆炸问题最小化

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摘要

Analytical solutions for two-dimensional Markov processes suffer from the state explosion problem. Two stage tandem networks are effectively used for analytical modelling of various communication and computer systems which have tandem system behaviour. Performance evaluation of tandem systems with feedbacks can be handled with these models. However, because of the numerical difficulties caused by large state spaces, considering server failure and repairs at the second stage employing multiple servers has not been possible. The solution proposed in this paper is approximate with a high degree of accuracy. Using this approach, two stage open networks with multiple servers, break downs, and repairs at the second stage as well as feedback can be modelled as three-dimensional Markov processes and solved for performability measures. Results show that, unlike other approaches such as spectral expansion, the steady state solution is possible regardless of the number of servers empolyed. (C) 2008 Elsevier B.V. All rights reserved.
机译:二维马尔可夫过程的解析解存在状态爆炸问题。两级串联网络有效地用于对具有串联系统行为的各种通信和计算机系统进行分析建模。这些模型可以处理带有反馈的串联系统的性能评估。但是,由于较大的状态空间造成了数字上的困难,因此无法在第二阶段使用多台服务器考虑服务器故障和维修。本文提出的解决方案具有较高的精确度。使用这种方法,可以将具有多个服务器,在第二阶段发生故障和修复以及反馈的两阶段开放式网络建模为三维马尔可夫过程,并针对性能度量进行求解。结果表明,与其他方法(例如频谱扩展)不同,无论使用多少服务器,都可以使用稳态解决方案。 (C)2008 Elsevier B.V.保留所有权利。

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