Title :
Estimating response time distribution of server application in software aging phenomenon
Author :
Okamura, Hiroyuki ; Chao Luo ; Dohi, Tadashi
Author_Institution :
Dept. of Inf. Eng., Hiroshima Univ., Higashi-Hiroshima, Japan
Abstract :
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.
Keywords :
Markov processes; expectation-maximisation algorithm; software maintenance; CTMC model; EM algorithm; MMCPP; Markov-modulated compound Poisson process; MySQL server; continuous-time Markov chain model; degradation level; expectation-maximisation algorithm; response time distribution estimation; server application; software aging phenomenon; Aging; Degradation; Estimation; Servers; Software; Software algorithms; Time factors; EM algorithm; Markov-modulated compound Poisson process; response time distribution; software aging;
Conference_Titel :
Software Reliability Engineering Workshops (ISSREW), 2013 IEEE International Symposium on
Conference_Location :
Pasadena, CA
DOI :
10.1109/ISSREW.2013.6688907