Title :
Variable Precision Rough Set-Based Fault Diagnosis for Web Services
Author_Institution :
Sch. of Software & Commun. Eng., Jiangxi Univ. of Finance & Econ., Nanchang, China
Abstract :
Web service is the emergent technology for constructing more complex and flexible software system for business applications. However, some new features of Web service-based software such as heterogeneity and loose coupling bring great trouble to the latter fault debugging and diagnosis. In the paper, variable precision rough set-based diagnosis framework is presented. In such debugging model, SOAP message monitoring and service invocation instrument are used to record service interface information. Meanwhile, factors of execution context are also viewed as conditional attributes of knowledge representation system. The final execution result is treated as the decision attribute, and failure ontology is utilized to classify system´s failure behaviors. Based on this extended information system, variable precision rough set reasoning is performed to generate the probability association rules, which are the clues for locating the possible faulty services. In addition, the experiment on a real-world Web services system is performed to demonstrate the feasibility and effectiveness of our proposed method.
Keywords :
Web services; data mining; fault diagnosis; inference mechanisms; ontologies (artificial intelligence); probability; rough set theory; SOAP message monitoring; Web service-based software; business applications; debugging model; decision attribute; failure ontology; knowledge representation system; probability association rules generation; service interface information; service invocation instrument; variable precision rough set reasoning; variable precision rough set-based fault diagnosis framework; Business; Cognition; Information systems; Linux; Web services; Wireless communication; Web services; association rule; failure; fault diagnosis; rough set; service interface;
Conference_Titel :
Trust, Security and Privacy in Computing and Communications (TrustCom), 2011 IEEE 10th International Conference on
Conference_Location :
Changsha
Print_ISBN :
978-1-4577-2135-9
DOI :
10.1109/TrustCom.2011.215