COMBINATORIAL IMPLEMENTATION OF A PARAMETER-LESS EVOLUTIONARY ALGORITHM
Gregor Papa
2011
Abstract
The paper presents the combinatorial implementation of an adaptive parameter-less evolutionary-based search. The algorithm is an extension of a basic numerical algorithm that does not need any predefined control parameters values. These values are calculated by the algorithm itself, according to the progress of the search. The efficiency of the proposed autonomous parameter-less algorithm is evaluated by two real-world industrial optimization problems.
References
- Angeli, D. and Kountouriotis, P.-A. (2011). A stochastic approach to ”dynamic-demand” refrigerator control. Control Systems Technology, IEEE Transactions on, PP(99):1 -12.
- Bäck, T. (1992). The interaction of mutation rate, selection, and self-adaptation within a genetic algorithm. In Männer, R. and Manderick, B., editors, Proceedings of the 2nd Conference on Parallel Problem Solving from Nature. North-Holland, Amsterdam.
- Eiben, A., Michalewicz, Z., Schoenauer, M., and Smith, J. (2007). Parameter control in evolutionary algorithms. In Lobo, F., Lima, C., and Michalewicz, Z., editors, Parameter Setting in Evolutionary Algorithms, volume 54 of Studies in Computational Intelligence, pages 19-46. Springer Berlin / Heidelberg.
- Kang, Q., Wang, L., and di Wu, Q. (2006). Research on fuzzy adaptive optimization strategy of particle swarm algorithm. International Journal of Information Technology, 12(3):65-77.
- Koros?ec, P., Papa, G., and Vukas?inovic, V. (2010). Application of memetic algorithm in production planning. In Proc. Bioinspired Optimization Methods and their Applications, BIOMA 2010, pages 163-175.
- Papa, G. (2008). Parameter-less evolutionary search. In GECCO, pages 1133-1134.
- Papa, G. and Mrak, P. (2010). Optimization of cooling appliance control parameters. In Proceedings of the 2nd International Conference on Engineering Optimization, EngOpt2010.
- Stephens, C. R., Olmedo, I. G., Vargas, J. M., and Waelbroeck, H. (1998). Self-adaptation in evolving systems. Artif. Life, 4:183-201.
Paper Citation
in Harvard Style
Papa G. (2011). COMBINATORIAL IMPLEMENTATION OF A PARAMETER-LESS EVOLUTIONARY ALGORITHM . In Proceedings of the International Conference on Evolutionary Computation Theory and Applications - Volume 1: ECTA, (IJCCI 2011) ISBN 978-989-8425-83-6, pages 307-310. DOI: 10.5220/0003671403070310
in Bibtex Style
@conference{ecta11,
author={Gregor Papa},
title={COMBINATORIAL IMPLEMENTATION OF A PARAMETER-LESS EVOLUTIONARY ALGORITHM},
booktitle={Proceedings of the International Conference on Evolutionary Computation Theory and Applications - Volume 1: ECTA, (IJCCI 2011)},
year={2011},
pages={307-310},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003671403070310},
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 - COMBINATORIAL IMPLEMENTATION OF A PARAMETER-LESS EVOLUTIONARY ALGORITHM
SN - 978-989-8425-83-6
AU - Papa G.
PY - 2011
SP - 307
EP - 310
DO - 10.5220/0003671403070310