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2012 (Vol. 4, Issue: 22)
Article Information:

A Formal Modeling and Implementation of Particle Swarm Optimizer for QoS-Aware Service Selection with an Extended Pi Calculus

Desheng Li and Na Deng
Corresponding Author:  Desheng Li 

Key words:  Particle swarm optimization , pi calculus QoS, service selection, , , ,
Vol. 4 , (22): 4905-4913
Submitted Accepted Published
June 09, 2012 July 09, 2012 November 15, 2012
Abstract:

For past years, Particle Swarm Optimization (PSO), one of the evolutionary computational techniques, has been intensively studied and applied in both academia and industry. Recently there has been a shift from consideration of design of concrete algorithms to a consideration of the formalization models of optimization approaches. However, the meta-search procedure is not the primitive of the algebra, which not participates in the derivation of the inference of expressions. For this reason, the models above could not be seen as a unity in a strict mathematics form. Moreover, the operators of traditional algebra limit the express of complicated processes, such as concurrent patterns. As a result, the cost calculation of the whole process is not an easy thing only according to the algebraic form itself. Attempting to solve these issues, a new formal modeling of particle swarm optimizer from a perspective of an extend version of Pi calculus is proposed in this study, which treats the whole operations in PSO as a kind of meta-search procedure and owns the cost operator and other operators supporting concurrent patterns. On the basis of this algebra, the QoS-aware service selection problem can be seen as a particular cost derivation under the LTS semantics. Based on the theoretical model, a simulator with a core of Pi calculus compiler is developed to verify our theory and also show the practical applicability in a real scenario.
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  Cite this Reference:
Desheng Li and Na Deng, 2012. A Formal Modeling and Implementation of Particle Swarm Optimizer for QoS-Aware Service Selection with an Extended Pi Calculus.  Research Journal of Applied Sciences, Engineering and Technology, 4(22): 4905-4913.
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