Implementing soft computing techniques to solve economic dispatch problem in power systems

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dc.authorid0000-0002-2126-8757
dc.authorid0000-0002-8291-1419
dc.contributor.authorAltun, H.
dc.contributor.authorYalcinoz, T.
dc.date.accessioned2019-08-01T13:38:39Z
dc.date.available2019-08-01T13:38:39Z
dc.date.issued2008
dc.departmentNiğde ÖHÜ
dc.description.abstractSoft computing is the state-of-the-art approach to artificial intelligence and it has showed an excellent performance in solving the combined optimization problems. In this paper, issues related to the implementation of the soft computing techniques are highlighted for a successful application to solve economic dispatch (ED) problem, which is a constrained optimization problem in power systems. First of all, a survey covering the basics of the techniques is presented and then implementation of the techniques in the ED problem is discussed. The soft computing techniques, namely tabu search (TS), genetic algorithm (GA), Hopfield neural network (HNN) and multi-layered perceptron (MLP) are applied to solve the ED problem. The techniques are tested on power systems consisting of 6 and 20 generating units and the results are compared to highlight the performance of the soft computing techniques. Future directions and open-ended problems in implementation of soft computing techniques for constrained optimization problems in power system are indicated. Suggestions are presented to improve soft computing techniques. (C) 2007 Elsevier Ltd. All rights reserved.
dc.identifier.doi10.1016/j.eswa.2007.08.066
dc.identifier.endpage1678
dc.identifier.issn0957-4174
dc.identifier.issue4
dc.identifier.scopus2-s2.0-48749084670
dc.identifier.scopusqualityQ1
dc.identifier.startpage1668
dc.identifier.urihttps://dx.doi.org/10.1016/j.eswa.2007.08.066
dc.identifier.urihttps://hdl.handle.net/11480/5187
dc.identifier.volume35
dc.identifier.wosWOS:000259432600018
dc.identifier.wosqualityQ1
dc.indekslendigikaynakWeb of Science
dc.indekslendigikaynakScopus
dc.institutionauthor[0-Belirlenecek]
dc.language.isoen
dc.publisherPERGAMON-ELSEVIER SCIENCE LTD
dc.relation.ispartofEXPERT SYSTEMS WITH APPLICATIONS
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/closedAccess
dc.subjectsoft computing techniques
dc.subjectconstrained optimization
dc.subjecteconomic dispatch
dc.subjecttabu search
dc.subjectgenetic algorithm
dc.subjectHopfield neural networks
dc.subjectMLP neural networks
dc.titleImplementing soft computing techniques to solve economic dispatch problem in power systems
dc.typeArticle

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