Experimental study for artificial neural network (ANN) based prediction ofelectric energy production of diesel engine based cogeneration power plant

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dc.contributor.authorÇolak, Andaç Batur
dc.date.accessioned2024-11-07T13:16:54Z
dc.date.available2024-11-07T13:16:54Z
dc.date.issued2021
dc.departmentNiğde Ömer Halisdemir Üniversitesi
dc.description.abstractIn this study artificial neural network (ANN) has been developed in order to estimate the electricity production of cogeneration power plant, which produces a total of 11.52 MW electric power, consisting of two V type and 12 cylinders each of which is 5.760 kW diesel engines running with heavy fuel oil no 6. In the ANN which was developed for the estimation of electric power generation of cogeneration, power plant(W), Time period (t), working hours (h), fuel consumption (m) and internal power consumption (Wp) values were used as input variables. After evaluating the performance of different ANNs, an ANN, consisting of one hidden layer and 10 neurons, was considered to be the most ideal one. As a result of the comparison with experimental data, it is concluded that this model estimates the electricity generation values of the cogeneration power plant with an R-value of 0,99073 and mean square error 4.734e-8
dc.identifier.doi10.28948/ngumuh.754411
dc.identifier.endpage392
dc.identifier.issn2564-6605
dc.identifier.issue1
dc.identifier.startpage380
dc.identifier.trdizinid408342
dc.identifier.urihttps://doi.org/10.28948/ngumuh.754411
dc.identifier.urihttps://search.trdizin.gov.tr/tr/yayin/detay/408342
dc.identifier.urihttps://hdl.handle.net/11480/12647
dc.identifier.volume10
dc.indekslendigikaynakTR-Dizin
dc.language.isoen
dc.relation.ispartofNiğde Ömer Halisdemir Üniversitesi Mühendislik Bilimleri Dergisi
dc.relation.publicationcategoryMakale - Ulusal Hakemli Dergi - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/openAccess
dc.snmzKA_20241107
dc.subjectMühendislik
dc.subjectMakine
dc.subjectEnerji ve Yakıtlar
dc.subjectMühendislik
dc.subjectKimya
dc.titleExperimental study for artificial neural network (ANN) based prediction ofelectric energy production of diesel engine based cogeneration power plant
dc.typeArticle

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