Araştırma Makalesi

Prediction of Dam Reservoir Volume Fluctuations Using Adaptive Neuro Fuzzy Approach

Cilt: 2 Sayı: 1 25 Şubat 2017
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Prediction of Dam Reservoir Volume Fluctuations Using Adaptive Neuro Fuzzy Approach

Abstract

Determination of reservoir volume fluctuations is important for the operation of dam reservoir, design of hydraulic structures, the hydropower for the energy production, flood damage reduction, navigation in the dam reservoirs, water quality management in reservoir and the safety of dam. In this study, reservoir volume variations were estimated using average monthly precipitation, monthly total volume of evaporation, dam discharge volume, and released irrigation water amount. In the present paper, adaptive-neuro-fuzzy inference system (ANFIS) was applied to estimating of reservoir volume fluctuations. ANFIS results are compared with conventional multi-linear regression (MLR) model. The results show that reservoir volume was successfully estimated using fuzzy logic model with low mean square error and high correlation coefficients.

Keywords

Kaynakça

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  5. [5]. M.H. Kazeminezhad, A. Etemad-shahidi, and S.J. Mousavi, “Application of fuzzy inference system in the prediction of wave parameters”, Ocean Engineering, 32, 1709–1725, 2005.
  6. [6]. O. Kisi, “Daily pan evaporation modeling using a neuro-fuzzy computing technique”, Journal of Hydrology , 329, 636–646, 2006.
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Ayrıntılar

Birincil Dil

İngilizce

Konular

-

Bölüm

Araştırma Makalesi

Yazarlar

Fatih Unes
Iskenderun Technical University, Civil Engineering Department
Türkiye

Yayımlanma Tarihi

25 Şubat 2017

Gönderilme Tarihi

16 Şubat 2017

Kabul Tarihi

28 Şubat 2017

Yayımlandığı Sayı

Yıl 2017 Cilt: 2 Sayı: 1

Kaynak Göster

APA
Unes, F. (2017). Prediction of Dam Reservoir Volume Fluctuations Using Adaptive Neuro Fuzzy Approach. European Journal of Engineering and Natural Sciences, 2(1), 144-148. https://izlik.org/JA79BL77US
AMA
1.Unes F. Prediction of Dam Reservoir Volume Fluctuations Using Adaptive Neuro Fuzzy Approach. European Journal of Engineering and Natural Sciences. 2017;2(1):144-148. https://izlik.org/JA79BL77US
Chicago
Unes, Fatih. 2017. “Prediction of Dam Reservoir Volume Fluctuations Using Adaptive Neuro Fuzzy Approach”. European Journal of Engineering and Natural Sciences 2 (1): 144-48. https://izlik.org/JA79BL77US.
EndNote
Unes F (01 Şubat 2017) Prediction of Dam Reservoir Volume Fluctuations Using Adaptive Neuro Fuzzy Approach. European Journal of Engineering and Natural Sciences 2 1 144–148.
IEEE
[1]F. Unes, “Prediction of Dam Reservoir Volume Fluctuations Using Adaptive Neuro Fuzzy Approach”, European Journal of Engineering and Natural Sciences, c. 2, sy 1, ss. 144–148, Şub. 2017, [çevrimiçi]. Erişim adresi: https://izlik.org/JA79BL77US
ISNAD
Unes, Fatih. “Prediction of Dam Reservoir Volume Fluctuations Using Adaptive Neuro Fuzzy Approach”. European Journal of Engineering and Natural Sciences 2/1 (01 Şubat 2017): 144-148. https://izlik.org/JA79BL77US.
JAMA
1.Unes F. Prediction of Dam Reservoir Volume Fluctuations Using Adaptive Neuro Fuzzy Approach. European Journal of Engineering and Natural Sciences. 2017;2:144–148.
MLA
Unes, Fatih. “Prediction of Dam Reservoir Volume Fluctuations Using Adaptive Neuro Fuzzy Approach”. European Journal of Engineering and Natural Sciences, c. 2, sy 1, Şubat 2017, ss. 144-8, https://izlik.org/JA79BL77US.
Vancouver
1.Fatih Unes. Prediction of Dam Reservoir Volume Fluctuations Using Adaptive Neuro Fuzzy Approach. European Journal of Engineering and Natural Sciences [Internet]. 01 Şubat 2017;2(1):144-8. Erişim adresi: https://izlik.org/JA79BL77US