Forecasting multi-step-ahead reservoir monthly and daily inflow using machine learning models based on different scenarios

Adaptive boosting; Decision making; Forecasting; Fuzzy inference; Fuzzy neural networks; Fuzzy systems; Multilayer neural networks; Multilayers; Reservoirs (water); Water resources; Adaptive neuro-fuzzy inference; Adaptive neuro-fuzzy inference system; Extreme gradient boosting (XG-boost); Gradient...

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Bibliographic Details
Main Authors: Ibrahim K.S.M.H., Huang Y.F., Ahmed A.N., Koo C.H., El-Shafie A.
Other Authors: 57225749816
Format: Article
Published: Springer 2023
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Summary:Adaptive boosting; Decision making; Forecasting; Fuzzy inference; Fuzzy neural networks; Fuzzy systems; Multilayer neural networks; Multilayers; Reservoirs (water); Water resources; Adaptive neuro-fuzzy inference; Adaptive neuro-fuzzy inference system; Extreme gradient boosting (XG-boost); Gradient boosting; Grid search; Grid search optimizer; Hyper-parameter; Inflow forecast; Machine-learning; Multilayer perceptron neural network; Multilayers perceptrons; Neuro-fuzzy inference systems; Perceptron neural networks; Search optimizer; Support vector regression; Support vector regressions; Machine learning