Daily Frying Pan with Deep Neural Networks Evaporation Model Derin Sinir Aǧlari ile Entegre Günlük Tava Buharlaşma Modeli

TERZİ Ö., Küçüksille E. U., Özcanoǧlu O.

2018 Innovations in Intelligent Systems and Applications Conference, ASYU 2018, Adana, Türkiye, 4 - 06 Ekim 2018, (Tam Metin Bildiri) identifier

  • Yayın Türü: Bildiri / Tam Metin Bildiri
  • Doi Numarası: 10.1109/asyu.2018.8554043
  • Basıldığı Şehir: Adana
  • Basıldığı Ülke: Türkiye
  • Anahtar Kelimeler: daily pan evaporation, deep learning, deep neural networks, Lakes Region
  • Isparta Uygulamalı Bilimler Üniversitesi Adresli: Hayır

Özet

Estimation of evaporation is a significant part of water resources planning studies. Since too many parameters are needed to estimate evaporation by empirical formulas, the use of artificial intelligence methods has become widespread in the last decade. In this study, an integrated evaporation model is developed by using deep neural network (DNN) method for the Lakes of Kovada, Eoirdir and Karacaoren Dam in the Lakes Region of Turkey. It is found out that the developed DNN model is successful at the estimation of daily pan evaporation.