Optimization of Gravity Concrete Dams Using the Grasshopper Algorithm (Case Study: Koyna Dam)

The aim of this study is to optimize the geometric dimensions of the Koyna concrete weight dam with and without seismic forces using the grasshopper optimizer algorithm (GOA). In the methodology section of this paper, the geometric parameters of the dam are provided as input data to an objective fun...

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Published inGeotechnical and geological engineering Vol. 40; no. 11; pp. 5481 - 5496
Main Authors Seifollahi, Mehran, Abbasi, Salim, Abraham, John, Norouzi, Reza, Daneshfaraz, Rasoul, Lotfollahi-Yaghin, Mohammad-Ali, Alkan, Ahmet
Format Journal Article
LanguageEnglish
Published Cham Springer International Publishing 01.11.2022
Springer Nature B.V
Subjects
Online AccessGet full text
ISSN0960-3182
1573-1529
DOI10.1007/s10706-022-02227-1

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Abstract The aim of this study is to optimize the geometric dimensions of the Koyna concrete weight dam with and without seismic forces using the grasshopper optimizer algorithm (GOA). In the methodology section of this paper, the geometric parameters of the dam are provided as input data to an objective function minimizing the geometric dimensions and concreting volume of the dam body. The present results show that the best model for optimization with the grasshopper algorithm for situations without the effects of seismic forces has a 13.7% reduction in a concrete volume equivalent to 498 cubic meters. The results of the grasshopper algorithm were compared with the results of the particle swarm optimizer (PSO), Gray wolf optimizer (GWO), and LINGO11 algorithms. A comparison of the optimized volume of concrete shows that with the PSO method, volume reductions were: 378 cubic meters 10.4% with the GWO method, 431 cubic meters 11.86% with the LINGO11 process, 82 cubic meters 2.25% with the GOA method, 498 cubic meters 13.7%. The best optimization results were obtained with the effects of seismic forces with a 10.99% reduction in the volume of concrete equal to ~ 400 cubic meters. The results show the superiority of the optimization method of the grasshopper algorithm over other methods. The amount of concrete used in the Koyna dam is 3633 cubic meters, which in the optimized state with LINGO11 method 3551 cubic meters in GWO method 3255, in PSO method 3202, and in GOA method, 3138 cubic meters, which in general, the volume is optimized, respectively 82, 378, 431, and 495 cubic meters.
AbstractList The aim of this study is to optimize the geometric dimensions of the Koyna concrete weight dam with and without seismic forces using the grasshopper optimizer algorithm (GOA). In the methodology section of this paper, the geometric parameters of the dam are provided as input data to an objective function minimizing the geometric dimensions and concreting volume of the dam body. The present results show that the best model for optimization with the grasshopper algorithm for situations without the effects of seismic forces has a 13.7% reduction in a concrete volume equivalent to 498 cubic meters. The results of the grasshopper algorithm were compared with the results of the particle swarm optimizer (PSO), Gray wolf optimizer (GWO), and LINGO11 algorithms. A comparison of the optimized volume of concrete shows that with the PSO method, volume reductions were: 378 cubic meters 10.4% with the GWO method, 431 cubic meters 11.86% with the LINGO11 process, 82 cubic meters 2.25% with the GOA method, 498 cubic meters 13.7%. The best optimization results were obtained with the effects of seismic forces with a 10.99% reduction in the volume of concrete equal to ~ 400 cubic meters. The results show the superiority of the optimization method of the grasshopper algorithm over other methods. The amount of concrete used in the Koyna dam is 3633 cubic meters, which in the optimized state with LINGO11 method 3551 cubic meters in GWO method 3255, in PSO method 3202, and in GOA method, 3138 cubic meters, which in general, the volume is optimized, respectively 82, 378, 431, and 495 cubic meters.
Author Abraham, John
Norouzi, Reza
Daneshfaraz, Rasoul
Abbasi, Salim
Seifollahi, Mehran
Lotfollahi-Yaghin, Mohammad-Ali
Alkan, Ahmet
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Issue 11
Keywords GO algorithm
Geometric dimensions
Earthquake force
Koyna dam
Concrete volume
Language English
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Snippet The aim of this study is to optimize the geometric dimensions of the Koyna concrete weight dam with and without seismic forces using the grasshopper optimizer...
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SubjectTerms Algorithms
Civil Engineering
Concrete
Concrete dams
Dimensions
Earth and Environmental Science
Earth Sciences
Forces
Geotechnical Engineering & Applied Earth Sciences
Gravity
Hydrogeology
Methods
Objective function
Optimization
Original Paper
Reduction
Swarm intelligence
Terrestrial Pollution
Waste Management/Waste Technology
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Title Optimization of Gravity Concrete Dams Using the Grasshopper Algorithm (Case Study: Koyna Dam)
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