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A Note on Local Refinement for Direction Splitting Methods Read chapter Read first chapter

2015 | OriginalPaper | Chapter

Hierarchical Topology in Parallel Differential Evolution

Author : Petr Bujok

Published in: Numerical Methods and Applications

Publisher: Springer International Publishing

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Abstract

A new differential evolution (DE) algorithm with a parallel hierarchical topology (HDE) is proposed. The main goal of the paper is to study how the performance of the algorithm is influenced by the use of parallel migration model. The hierarchical model has several control parameters and the influence of these parameters setting is also studied. The performance of HDE algorithm is compared with non-parallel DE algorithm on CEC2013 benchmark suite. Experimental results show that the HDE outperforms the non-parallel DE algorithm significantly in 27 out of 28 test problems.

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Literature
1.
Bujok, P.: Parallel models of adaptive differential evolution based on migration process. In: Aplimat, 10th International Conference on Applied Mathematics, pp. 357–364, Bratislava (2011)
2.
Bujok, P.: Synchronous and asynchronous migration in adaptive differential evolution algorithms. Neural Netw. World 23(1), 17–30 (2013)CrossRef
3.
Bujok, P., Tvrdík, J.: Parallel migration model employing various adaptive variants of differential evolution. In: Rutkowski, L., Korytkowski, M., Scherer, R., Tadeusiewicz, R., Zadeh, L.A., Zurada, J.M. (eds.) EC 2012 and SIDE 2012. LNCS, vol. 7269, pp. 39–47. Springer, Heidelberg (2012) CrossRef
4.
5.
Das, S., Suganthan, P.N.: Differential evolution: a survey of the state-of-the-art. IEEE Trans. Evol. Comput. 15, 27–54 (2011)
6.
7.
Nedjah, N., Alba, E., de Macedo Mourelle, L.: Parallel Evolutionary Computations. Studies in Computational Intelligence. Springer, New York (2006) CrossRefMATH
8.
Neri, F., Tirronen, V.: Recent advances in differential evolution: a survey and experimental analysis. Artif. Intell. Rev. 33, 61–106 (2010)CrossRef
9.
Price, K.V., Storn, R., Lampinen, J.: Differential Evolution: A Practical Approach to Global Optimization. Springer, Heidelberg (2005)
10.
Ruciński, M., Izzo, D., Biscani, F.: On the impact of the migration topology on the island model. Parallel Comput. 36, 555–571 (2010)CrossRefMATH
11.
Storn, R., Price, K.V.: Differential evolution - a simple and efficient heuristic for global optimization over continuous spaces. J. Glob. Optim. 11, 341–359 (1997)CrossRefMATHMathSciNet
12.
Tasoulis, D.K., Pavlidis, N., Plagianakos, V.P., Vrahatis, M.N.: Parallel differential evolution. In: IEEE Congress on Evolutionary Computation (CEC), pp. 2023–2029 (2004)
13.
Weber, M., Tirronen, V., Neri, F.: Scale factor inheritance mechanism in distributed differential evolution. Soft Comput. Fusion Found. Methodol. Appl. 14(11), 1187–1207 (2010)
14.
Wu, S.X., Banzhaf, W.: A hierarchical cooperative evolutionary algorithm. In: Proceedings of the 12th Annual Conference on Genetic and Evolutionary Computation, GECCO 2010, pp. 233–240. ACM, New York (2010)
15.
Zaharie, D., Petcu, D., Panica, S.: A hierarchical approach in distributed evolutionary algorithms for multiobjective optimization. In: Lirkov, I., Margenov, S., Waśniewski, J. (eds.) LSSC 2007. LNCS, vol. 4818, pp. 516–523. Springer, Heidelberg (2008) CrossRef
Metadata
Title
Hierarchical Topology in Parallel Differential Evolution
Author
Petr Bujok
Copyright Year
2015
Book
Numerical Methods and Applications

Print ISBN: 978-3-319-15584-5

Electronic ISBN: 978-3-319-15585-2

Copyright Year: 2015

DOI
https://doi.org/10.1007/978-3-319-15585-2_7

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