A new suggestion for an irrigation schedule with an artificial neural network

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dc.contributor.authorKarasekreter, Naim
dc.contributor.authorBasciftci, Fatih
dc.contributor.authorFidan, Ugur
dc.date.accessioned2020-03-26T18:41:01Z
dc.date.available2020-03-26T18:41:01Z
dc.date.issued2013
dc.departmentSelçuk Üniversitesien_US
dc.description.abstractThis study used artificial neural networks (ANNs) to propose a new system of irrigation ratios and time intervals. Data on soil moisture, soil type, product type and time interval were used as input parameters for the ANN and the network was trained through the Levenberg-Marquardt learning algorithm. The outputs of the model determined the water requirement of the plant and the irrigation time intervals. The aim of this study is to perform irrigation at night, to reduce water losses from evaporation and thereby promote water conservation. In addition, the study aimed to save on energy, as less irrigation would be provided compared to daytime irrigation. The system was tested in a strawberry orchard of 1000 m(2) in the Serik district of Antalya, Turkey. The trial achieved a 20.46% water saving and 23.9% energy saving.en_US
dc.identifier.doi10.1080/0952813X.2012.680071en_US
dc.identifier.endpage104en_US
dc.identifier.issn0952-813Xen_US
dc.identifier.issn1362-3079en_US
dc.identifier.issue1en_US
dc.identifier.startpage93en_US
dc.identifier.urihttps://dx.doi.org/10.1080/0952813X.2012.680071
dc.identifier.urihttps://hdl.handle.net/20.500.12395/29172
dc.identifier.volume25en_US
dc.identifier.wosWOS:000327837000005en_US
dc.identifier.wosqualityQ4en_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.language.isoenen_US
dc.publisherTAYLOR & FRANCIS LTDen_US
dc.relation.ispartofJOURNAL OF EXPERIMENTAL & THEORETICAL ARTIFICIAL INTELLIGENCEen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.selcuk20240510_oaigen_US
dc.subjectartificial neural networken_US
dc.subjectenergy savingen_US
dc.subjectirrigationen_US
dc.subjectwater savingen_US
dc.subjectirrigation automationen_US
dc.titleA new suggestion for an irrigation schedule with an artificial neural networken_US
dc.typeArticleen_US

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