Title :
Reliability Prediction Model for SOA Using Hidden Markov Model
Author :
Ahmed, Waseem ; Yong Wei Wu
Author_Institution :
Dept. of Comput. Sci. & Technol., Tsinghua Univ., Beijing, China
Abstract :
Reliability prediction models for Service Oriented Architecture (SOA) based applications have thoroughly discussed system level & component level details. However, significant difference between applications based on service-oriented architecture and traditional distributed application is marshaling of remote web services, nonetheless, reliability of these web services have not been discussed significantly. Recently developed strategies did not discuss how we can establish a mechanism which helps to predict reliability of internal structure of web service that may have involved either in failure or slow response. In this paper, we have specifically focused on the area of predicting reliability parameters like response time & throughput of hidden states that exist in any remote web service. Our proposed model will help end users to predict probability of success or failure of underlying hidden states of web services. Along with reliability it shall further help us to compute probability of scalability of those hidden states.
Keywords :
Web services; hidden Markov models; probability; reliability; service-oriented architecture; SOA based applications; distributed application; failure probability prediction; hidden Markov model; hidden state throughput; reliability parameters; reliability prediction model; remote Web services; response time; service oriented architecture based applications; success probability prediction; Computational modeling; Hidden Markov models; Predictive models; Reliability; Time factors; Training; Web services; Hidden states; Probability; reliability prediction; throughput;
Conference_Titel :
ChinaGrid Annual Conference (ChinaGrid), 2013 8th
Conference_Location :
Changchun
Print_ISBN :
978-0-7695-5058-9
DOI :
10.1109/ChinaGrid.2013.12