HYBRID RULES OF PERTURBATION IN DIFFERENTIAL EVOLUTION FOR DYNAMIC OPTIMIZATION

Mikołaj Raciborski, Krzysztof Trojanowski, Piotr Kaczyński

2011

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.

Paper Citation

in Harvard Style

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 - Volume 1: ECTA, (IJCCI 2011) ISBN 978-989-8425-83-6, pages 32-41. DOI: 10.5220/0003671800320041

in Bibtex Style

@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 - Volume 1: ECTA, (IJCCI 2011)},
year={2011},
pages={32-41},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003671800320041},
isbn={978-989-8425-83-6},
}

in EndNote Style

TY - CONF
JO - Proceedings of the International Conference on Evolutionary Computation Theory and Applications - Volume 1: ECTA, (IJCCI 2011)
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