A new competitive implementation of the electromagnetism-like algorithm for global optimization

doi:10.1007/978-3-319-21407-8_36

Utilize este identificador para referenciar este registo: https://hdl.handle.net/1822/39472

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Campo DC	Valor	Idioma
dc.contributor.author	Rocha, Ana Maria A. C.	por
dc.contributor.author	Silva, Andreia Patrícia Matias	por
dc.contributor.author	Rocha, Jorge Gustavo	por
dc.date.accessioned	2016-01-15T14:55:28Z	-
dc.date.available	2016-01-15T14:55:28Z	-
dc.date.issued	2015	-
dc.identifier.citation	A.M.A.C. Rocha, A. Silva, and J.G. Rocha, A New Competitive Implementation of the Electro\-magnetism-like Algorithm for Global Optimization, O. Gervasi et al. (Eds.): ICCSA 2015, Part II, LNCS 9156, pp. 506--521, Springer, 2015.	por
dc.identifier.isbn	978-3-319-21407-8	-
dc.identifier.issn	0302-9743	por
dc.identifier.uri	https://hdl.handle.net/1822/39472	-
dc.description.abstract	The Electromagnetism-like (EM) algorithm is a population- based stochastic global optimization algorithm that uses an attraction- repulsion mechanism to move sample points towards the optimal. In this paper, an implementation of the EM algorithm in the Matlab en- vironment as a useful function for practitioners and for those who want to experiment a new global optimization solver is proposed. A set of benchmark problems are solved in order to evaluate the performance of the implemented method when compared with other stochastic methods available in the Matlab environment. The results con rm that our imple- mentation is a competitive alternative both in term of numerical results and performance. Finally, a case study based on a parameter estimation problem of a biology system shows that the EM implementation could be applied with promising results in the control optimization area.	por
dc.description.sponsorship	Acknowledgments This work has been supported by FCT (Funda¸c˜ao para a Ciˆencia e Tecnologia, Portugal) in the scope of the project PEst-UID/CEC/00319/2013.	por
dc.language.iso	eng	por
dc.publisher	Springer	por
dc.relation	PEst-UID/CEC/00319/2013	por
dc.rights	openAccess	por
dc.rights.uri	http://creativecommons.org/licenses/by/4.0/	por
dc.subject	Global optimization	por
dc.subject	Unconstrained minimization	por
dc.subject	Matlab environment	por
dc.subject	Electromagnetism-like algorithm	por
dc.subject	Derivative-free algorithm	por
dc.title	A new competitive implementation of the electromagnetism-like algorithm for global optimization	por
dc.type	conferencePaper	por
dc.peerreviewed	yes	por
dc.relation.publisherversion	www.springerlink.com	por
sdum.publicationstatus	published	por
oaire.citationStartPage	506	por
oaire.citationEndPage	521	por
oaire.citationConferencePlace	Computational Science and Its Applications -- ICCSA 2015	por
oaire.citationTitle	Lecture Notes in Computer Science	por
oaire.citationVolume	9156	por
dc.identifier.doi	10.1007/978-3-319-21407-8_36	por
dc.subject.fos	Engenharia e Tecnologia::Outras Engenharias e Tecnologias	por
dc.subject.wos	Science & Technology	por
sdum.journal	Lecture Notes in Computer Science	por
sdum.conferencePublication	COMPUTATIONAL SCIENCE AND ITS APPLICATIONS - ICCSA 2015, PT II	por
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