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Water Resources Management

Erschienen in:

22.04.2019

Fuzzy Multi-Objective Simulation-Optimization of Stepped Spillways Considering Flood Uncertainty

verfasst von: Mehrdad Ghorbani Mooselu, Mohammad Reza Nikoo, Nooshin Bakhtiari Rayani, Azizallah Izady

Erschienen in: Water Resources Management | Ausgabe 7/2019

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Abstract

The design of stepped spillways is a multi-objective optimization problem in which the uncertainty of parameters plays a key role in the stepped spillways’ design. A Fuzzy Transformation Method (FTM), as a first attempt, was employed to address the uncertainty through a multi-objective optimization of the stepped spillway. The proposed methodology comprises two parts. A numerical model is developed by FLOW3D^® and the Multi-Layer Perceptron artificial neural network (MLP-ANN) meta-model was trained and validated to substitute the numerical model. Then, the meta-model is coupled with a multi-objective optimization model to find the optimal design scenarios in each α-cut level. Finally, two multi-criteria decision-making (MCDM) models are applied to achieve the lower and upper bounds of optimum solutions. The application of proposed methodology in Jarreh dam, Iran, shows its capability in satisfying the objectives and also addressing the uncertainty in stepped spillways’ design.

Vorheriger Artikel Evaluation of Hantush’s S Function Estimation Methods for Predicting Rise in Water Table

Nächster Artikel Agricultural Water Allocation by Integration of Hydro-Economic Modeling with Bayesian Networks and Random Forest Approaches

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Titel: Fuzzy Multi-Objective Simulation-Optimization of Stepped Spillways Considering Flood Uncertainty
verfasst von: Mehrdad Ghorbani Mooselu
Mohammad Reza Nikoo
Nooshin Bakhtiari Rayani
Azizallah Izady
Publikationsdatum: 22.04.2019
Verlag: Springer Netherlands
Erschienen in: Water Resources Management / Ausgabe 7/2019
Print ISSN: 0920-4741
Elektronische ISSN: 1573-1650
DOI: https://doi.org/10.1007/s11269-019-02263-2

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