Niğde Ömer Halisdemir Üniversitesi Mühendislik Bilimleri Dergisi

Niğde Ömer Halisdemir Üniversitesi Mühendislik Bilimleri Dergisi

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

Yazarlar: Andaç Batur ÇOLAK

Cilt 10 , Sayı 1 , 2021 , Sayfalar 380 - 392

Konular:Mühendislik, Makine

DOI:10.28948/ngumuh.754411

Anahtar Kelimeler:Cogeneration,Diesel engine,Power plant,Electricity consumption,Artificial Neural Network

Özet: In 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.

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@article{2021, title={Experimental study for artificial neural network (ANN) based prediction of electric energy production of diesel engine based cogeneration power plant}, volume={10}, number={380–392}, publisher={Niğde Ömer Halisdemir Üniversitesi Mühendislik Bilimleri Dergisi}, author={Andaç Batur ÇOLAK}, year={2021} }
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Andaç Batur ÇOLAK. (2021). Experimental study for artificial neural network (ANN) based prediction of electric energy production of diesel engine based cogeneration power plant (Vol. 10). Vol. 10. Niğde Ömer Halisdemir Üniversitesi Mühendislik Bilimleri Dergisi.
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Andaç Batur ÇOLAK. Experimental Study for Artificial Neural Network (ANN) Based Prediction of Electric Energy Production of Diesel Engine Based Cogeneration Power Plant. no. 380–392, Niğde Ömer Halisdemir Üniversitesi Mühendislik Bilimleri Dergisi, 2021.
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