Multi-strategy differential evolution

A. Yaman, G. Iacca, M. Coler, G.H.L. Fletcher, M. Pechenizkiy

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

2 Citaten (Scopus)
1 Downloads (Pure)

Samenvatting

We propose the Multi-strategy Differential Evolution (MsDE) algorithm to construct and maintain a self-adaptive ensemble of search strategies while solving an optimization problem. The ensemble of strategies is represented as agents that interact with the candidate solutions to improve their fitness. In the proposed algorithm, the performance of each agent is measured so that successful strategies are promoted within the ensemble. We propose two performance measures, and show their effectiveness in selecting successful strategies. We then present three population adaptation mechanisms, based on sampling, clone-best and clone-multiple adaptation schemes. The MsDE with different performance measures and population adaptation schemes is tested on the CEC2013 benchmark functions and compared with basic DE and with Self-Adaptive DE (SaDE). Our results show that MsDE is capable of efficiently adapting the strategies and parameters of DE and providing competitive results with respect to the state-of-the-art
Originele taal-2Engels
TitelApplications of Evolutionary Computation
Subtitel21st International Conference, EvoApplications 2018, Parma, Italy, April 4-6, 2018, Proceedings
RedacteurenKevin Sim, Paul Kaufmann
Plaats van productieDordrecht
UitgeverijSpringer
Pagina's617-633
Aantal pagina's17
ISBN van elektronische versie978-3-319-77538-8
ISBN van geprinte versie978-3-319-77537-1
DOI's
StatusGepubliceerd - 4 mrt 2018
Evenement21st International Conference on the Applications of Evolutionary Computing (EvoApplications 2018) - Parma, Italië
Duur: 4 apr 20186 apr 2018
Congresnummer: 21
http://www.evostar.org/2018/cfp_evoapps.php

Publicatie series

NaamLNCS
Volume10784

Congres

Congres21st International Conference on the Applications of Evolutionary Computing (EvoApplications 2018)
Verkorte titelEvoApplications 2018
LandItalië
StadParma
Periode4/04/186/04/18
Internet adres

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