Business & Management Studies: An International Journal

Business & Management Studies: An International Journal

INSTALLED SOLAR POWER PREDICTION FOR TURKEY USING ARTIFICIAL NEURAL NETWORK AND BIDIRECTIONAL LONG SHORT-TERM MEMORY

Yazarlar: Mehmet Hakan Özdemir, Murat İnce, Batin Latif Aylak, Okan Oral, Mehmet Ali Taş

Cilt 8 , Sayı 5 , 2020 , Sayfalar 4047-4068

Konular:-

Anahtar Kelimeler:Renewable Energy,Solar Energy,Prediction,Artificial Neural Network Yenilenebilir Enerji,Güneş Enerjisi,Tahmin,Yapay Sinir Ağları

Özet: Renewable energy sources play an essential role in sustainable development. The share of renewable energy-based energy generation is rapidly increasing all over the world. Turkey has a great potential in terms of both solar and wind energy due to its geographical location. The desired level has not yet been reached in using this potential. Nevertheless, with the increase in installed power in recent years, electricity generation from solar energy has gained momentum. In this study, data on cumulative installed solar power in Turkey in the 2009-2019 period were used. Artificial Neural Network (ANN) and Bidirectional Long Short-Term Memory (BLSTM) methods were selected to predict the cumulative installed solar power for 2020 with these data. The cumulative installed power was predicted, and the results were compared and interpreted.

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@article{2020, title={INSTALLED SOLAR POWER PREDICTION FOR TURKEY USING ARTIFICIAL NEURAL NETWORK AND BIDIRECTIONAL LONG SHORT-TERM MEMORY}, volume={8}, number={4047–4068}, publisher={Business & Management Studies: An International Journal}, author={Mehmet Hakan Özdemir, Murat İnce, Batin Latif Aylak, Okan Oral, Mehmet Ali Taş}, year={2020} }
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Mehmet Hakan Özdemir, Murat İnce, Batin Latif Aylak, Okan Oral, Mehmet Ali Taş. (2020). INSTALLED SOLAR POWER PREDICTION FOR TURKEY USING ARTIFICIAL NEURAL NETWORK AND BIDIRECTIONAL LONG SHORT-TERM MEMORY (Vol. 8). Vol. 8. Business & Management Studies: An International Journal.
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Mehmet Hakan Özdemir, Murat İnce, Batin Latif Aylak, Okan Oral, Mehmet Ali Taş. INSTALLED SOLAR POWER PREDICTION FOR TURKEY USING ARTIFICIAL NEURAL NETWORK AND BIDIRECTIONAL LONG SHORT-TERM MEMORY. no. 4047–4068, Business & Management Studies: An International Journal, 2020.
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