Research Article

Prediction of Dam Reservoir Volume Fluctuations Using Adaptive Neuro Fuzzy Approach

Volume: 2 Number: 1 February 25, 2017
EN

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

References

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Details

Primary Language

English

Subjects

-

Journal Section

Research Article

Authors

Fatih Unes
Iskenderun Technical University, Civil Engineering Department
Türkiye

Publication Date

February 25, 2017

Submission Date

February 16, 2017

Acceptance Date

February 28, 2017

Published in Issue

Year 2017 Volume: 2 Number: 1

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 (February 1, 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, vol. 2, no. 1, pp. 144–148, Feb. 2017, [Online]. Available: 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 (February 1, 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, vol. 2, no. 1, Feb. 2017, pp. 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]. 2017 Feb. 1;2(1):144-8. Available from: https://izlik.org/JA79BL77US