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Title of Journal: Soft Comput

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Abbravation: Soft Computing

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Springer Berlin Heidelberg

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DOI

10.1007/s11096-013-9809-5

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1433-7479

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Cultural algorithms a Tabu search approach for th

Authors: Mostafa Z Ali Robert G Reynolds
Publish Date: 2013/11/17
Volume: 18, Issue: 8, Pages: 1631-1644
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Abstract

Cultural Algorithms and Tabu search algorithms are both powerful tools to solve intricate constrained engineering and largescale multimodal optimization problems In this paper we introduce a hybrid approach that combines Cultural Algorithms and Tabu search CA–TS Here Tabu Search is used to transform History Knowledge in the Belief Space from a passive knowledge source to an active one In each generation of the Cultural Algorithm we calculate the best individual solution and then seek the best new neighbor of that solution in the social network for that population using Tabu search In order to speed up the convergence process through knowledge dissemination simple forms of social network topologies were used to describe the connectivity of individual solutions This can reduce the number of needed generations while maintaining accuracy and increasing the search radius when needed The integration of the Tabu search algorithm as a local enhancement process enables CA–TS to leap over false peaks and local optima The proposed hybrid algorithm is applied to a set of complex nonlinear constrained engineering optimization design problems Furthermore computational results are discussed to show that the algorithm can produce results that are comparable or superior to those of other wellknown optimization algorithms from the literature and can improve the performance and the speed of convergence with a reduced communication cost

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