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Artificial neural network and differential evolution methodologies used in single – and multi – objective formulations for the solution of subsurface water management problems

Nikolos Ioannis, Papadopoulou Maria P., Karatzas Giorgos

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URIhttp://purl.tuc.gr/dl/dias/A5CB2E20-6954-46D1-A659-D0EABDFF4BD9-
Identifierhttps://doi.org/10.1504/IJAIP.2010.036401-
Languageen-
Extent12 pagesen
TitleArtificial neural network and differential evolution methodologies used in single – and multi – objective formulations for the solution of subsurface water management problemsen
CreatorNikolos Ioannisen
CreatorΝικολος Ιωαννηςel
Creator Papadopoulou Maria P.en
CreatorKaratzas Giorgosen
CreatorΚαρατζας Γιωργοςel
DescriptionΔημοσίευση σε επιστημονικό περιοδικό el
Content Summary A single-objective Differential Evolution (DE) algorithm is combined with an Artificial Neural Network (ANN) to examine different operational strategies to cover the water demand in the Northern part of Rhodes Island, Greece. Successive calls to the simulator are used to provide the training data to the ANN, which is used as an approximation model to the simulator. Additionally, a multi-objective DE algorithm is combined with the pre-trained ANN to solve the same problem; the environmental constraints are realised through the definition of a second objective function, whereas the first objective function is the total pumping of the supply wells.en
Type of ItemPeer-Reviewed Journal Publicationen
Type of ItemΔημοσίευση σε Περιοδικό με Κριτέςel
Licensehttp://creativecommons.org/licenses/by/4.0/en
Date of Item2015-10-21-
Date of Publication2010-
Subjectmulti-objective optimisationen
Subjectsubsurface water managementen
Subject ANNsen
Subjectartificial neural networksen
Subjectdifferential evolutionen
Subjectgroundwater managementen
Subject simulationen
Bibliographic CitationΙ.K. Nikolos , M.P. Papadopoulou, and G.P. Karatzas, "Artificial neural network and differential evolution methodologies used in single – and multi – objective formulations for the solution of subsurface water management problems," International Journal of Advanced Intelligence Paradigms, vol. 2, no.4, pp. 365 - 377, 2010. doi: 10.1504/IJAIP.2010.036401el

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