Heterogeneous Constraint Handling for Particle Swarm Optimization

Beitrag bei einer Tagung


Details zur Publikation

Autor(en): Omeltschuk L, Helwig S, Mühlenthaler M, Wanka R
Titel Sammelwerk: IEEE SSCI 2011 - Symposium Series on Computational Intelligence - SIS 2011: 2011 IEEE Symposium on Swarm Intelligence
Verlag: IEEE Press
Verlagsort: New York, NY, USA
Jahr der Veröffentlichung: 2011
Tagungsband: Proc. IEEE Swarm Intelligence Symposium (SIS)
Seitenbereich: 37-43
ISBN: 978-1-61284-053-6


Abstract


We propose a generic, hybrid constraint handling scheme for particle swarm optimization called Heterogeneous Constraint Handling. Inspired by the notion of social roles, we assign different constraint handling methods to the particles, one for each social role. In this paper, we investigate two social roles for particles, 'self' and 'neighbor'. Due to the usual particle dynamics, a powerful mixture of the two corresponding constraint handling methods emerges. We evaluate this heterogeneous constraint handling approach with respect to the complete set of the CEC 2006 benchmark instances. Our results indicate that a such a heterogeneous combination of two constraint handling methods often leads to significantly better results than running each individual constraint handling method separately and returning the best solution obtained. © 2011 IEEE.



FAU-Autoren / FAU-Herausgeber

Mühlenthaler, Moritz Dr.-Ing.
Lehrstuhl für Informatik 12 (Hardware-Software-Co-Design)
Wanka, Rolf Prof. Dr.
Professur für Informatik (Effiziente Algorithmen und Kombinatorische Optimierung)


Zitierweisen

APA:
Omeltschuk, L., Helwig, S., Mühlenthaler, M., & Wanka, R. (2011). Heterogeneous Constraint Handling for Particle Swarm Optimization. In Proc. IEEE Swarm Intelligence Symposium (SIS) (pp. 37-43). Paris, FR: New York, NY, USA: IEEE Press.

MLA:
Omeltschuk, Ludmila, et al. "Heterogeneous Constraint Handling for Particle Swarm Optimization." Proceedings of the IEEE Swarm Intelligence Symposium (SIS), Paris New York, NY, USA: IEEE Press, 2011. 37-43.

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Zuletzt aktualisiert 2018-23-11 um 06:06