A decision-making method for personalized composite service |
Abstract:
Web services are emerging technologies that enable application to application communication and reuse of autonomous services. Web services composition is a concept of integrating component services to conduct complex business transactions based on functionality and performance constraints. With the rapid growth of Web services on the Internet, the services owing the same functionality and different performance become more and more, and different users care for different quality. Therefore, designing effective decision-making method for the personalized composite service has become a fundamental problem for the application based on Web service. In this paper, oriented to the user need with single optimization objective, an efficient algorithm, which consists of Particle Swarm Optimization (PSO) and Niche technology, is presented to solve the Web service selection problem. Furthermore, in view of the practical composition requirements including multiple optimization objectives, an algorithm used to resolve the service selection with multi-objective multi-constraint is designed based on NPSO and the intelligent optimization theory of multi-objective PSO, which can produce a set of Pareto optimal composite services by means of optimizing various objective functions simultaneously. Experimental results show that NPSO algorithm owns better global convergence ability with faster convergence speed. Meanwhile, multiobjective multi-constraint NPSO is both feasible and efficient
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Keywords: |
Composite service selection Decision-making method Niche particle swarm optimization Multi-objective multi-constraint NPSO Quality of service |
Author(s): |
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Source: |
Expert Systems with Applications 40 (2013) 5804–5810 |
Subject: |
تصمیم گیری |
Category: |
مقاله مجله |
Release Date: |
2013 |
No of Pages: |
7 |
Price(Tomans): |
0 |
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