Title :
Web service selection based on QoS using tModel working on feed forward network
Author :
Karande, Aarti M. ; Kalbande, D.R.
Author_Institution :
Dept. of Comput. Eng., Sardar Patel Inst. of Technol., Mumbai, India
Abstract :
This paper address the selection of web services using tmodel of SOA which is designed using feed forward network. This construction will be done using XML language. Ontology provides a terminology about concepts and their relationships within a domain along with the activities taking place in that domain, and the theories, elementary principles governing that domain. Using supervised learning method of feed forward neural network, ontologies of different domain can be matched. Feed forward neural network can be used for pattern matching with back propagation techniques. Pattern defined here will be quality parameter. This quality parameter can be selected using tModel structure of UDDI. Web service Provider present in UDDI can differentiate services using Quality categorization by labeling the qualities i.e. performance, security. This differentiation be done using QoS ontology for service Identification. The registered service descriptions by the service provider contain the semantic profile and QoS parameters. ANN matching model consists of training phase and matching phase based on ontology domain.
Keywords :
Web services; XML; backpropagation; feedforward neural nets; ontologies (artificial intelligence); pattern matching; quality of service; QoS; QoS ontology; SOA tmodel; UDDI tModel structure; Web service provider; Web service selection; XML language; backpropagation technique; feedforward neural network; pattern matching; quality categorization; service identification; supervised learning method; Artificial neural networks; Feeds; Neurons; Ontologies; Quality of service; Reliability; Service-oriented architecture; QoS; feedforward neural network; service: oriented architecture; tModel; web service repository builder;
Conference_Titel :
Issues and Challenges in Intelligent Computing Techniques (ICICT), 2014 International Conference on
Conference_Location :
Ghaziabad
DOI :
10.1109/ICICICT.2014.6781247