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Authors: Mikołaj Raciborski 1 ; Krzysztof Trojanowski 2 and Piotr Kaczyński 1

Affiliations: 1 Cardinal Stefan Wyszyński University, Poland ; 2 Polish Academy of Sciences, Poland

Keyword(s): Adaptive differential evolution, Dynamic optimization, Symmetric a-stable distribution.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Computational Intelligence ; Evolution Strategies ; Evolutionary Computing ; Genetic Algorithms ; Informatics in Control, Automation and Robotics ; Intelligent Control Systems and Optimization ; Soft Computing

Abstract: This paper studies properties of a differential evolution approach (DE) for dynamic optimization problems. An adaptive version of DE, namely the jDE algorithm has been applied to two well known benchmarks: Generalized Dynamic Benchmark Generator (GDBG) and Moving Peaks Benchmark (MPB) reimplemented in a new benchmark suite Syringa. The main novelty of the presented research concerns application of new type of solution, that is, solution mutated with an operator originated from another metaheuristics. The operator uses a symmetric a-stable distribution variate for modification of the solution coordinates.

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Paper citation in several formats:
Raciborski, M.; Trojanowski, K. and Kaczyński, P. (2011). HYBRID RULES OF PERTURBATION IN DIFFERENTIAL EVOLUTION FOR DYNAMIC OPTIMIZATION. In Proceedings of the International Conference on Evolutionary Computation Theory and Applications (IJCCI 2011) - ECTA; ISBN 978-989-8425-83-6, SciTePress, pages 32-41. DOI: 10.5220/0003671800320041

@conference{ecta11,
author={Mikołaj Raciborski. and Krzysztof Trojanowski. and Piotr Kaczyński.},
title={HYBRID RULES OF PERTURBATION IN DIFFERENTIAL EVOLUTION FOR DYNAMIC OPTIMIZATION},
booktitle={Proceedings of the International Conference on Evolutionary Computation Theory and Applications (IJCCI 2011) - ECTA},
year={2011},
pages={32-41},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003671800320041},
isbn={978-989-8425-83-6},
}

TY - CONF

JO - Proceedings of the International Conference on Evolutionary Computation Theory and Applications (IJCCI 2011) - ECTA
TI - HYBRID RULES OF PERTURBATION IN DIFFERENTIAL EVOLUTION FOR DYNAMIC OPTIMIZATION
SN - 978-989-8425-83-6
AU - Raciborski, M.
AU - Trojanowski, K.
AU - Kaczyński, P.
PY - 2011
SP - 32
EP - 41
DO - 10.5220/0003671800320041
PB - SciTePress

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