软件老化现象下服务器应用响应时间分布的估计

H. Okamura, C. Luo, T. Dohi
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引用次数: 11

摘要

本文研究了在软件老化环境下服务器应用程序响应时间分布的估计算法。我们建立了连续时间马尔可夫链(CTMC)模型来表示服务器的退化程度,并证明了响应时间分布可以用马尔可夫调制复合泊松过程(MMCPP)来表示。利用EM算法给出了MMCPP响应时间分布的估计算法。通过一个数值例子,我们演示了MySQL服务器实验数据的响应时间估计。
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Estimating response time distribution of server application in software aging phenomenon
This paper considers the estimation algorithm for response time distribution of a server application under the environment where software aging occurs. We develop the continuous-time Markov chain (CTMC) model to represent the degradation level of server and then show that the response time distribution can be represented by a Markov-modulated compound Poisson process (MMCPP). The estimation algorithm for the response time distribution is given by the EM algorithm for MMCPP. In a numerical example, we demonstrate the response time estimation for the experimental data of MySQL server.
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