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 in | Geotechnical and geological engineering Vol. 40; no. 11; pp. 5481 - 5496 |
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| Main Authors | , , , , , , |
| Format | Journal Article |
| Language | English |
| Published |
Cham
Springer International Publishing
01.11.2022
Springer Nature B.V |
| Subjects | |
| Online Access | Get full text |
| ISSN | 0960-3182 1573-1529 |
| DOI | 10.1007/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. |
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| 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 |
| Author_xml | – sequence: 1 givenname: Mehran surname: Seifollahi fullname: Seifollahi, Mehran organization: University of Tabriz – sequence: 2 givenname: Salim surname: Abbasi fullname: Abbasi, Salim organization: University of Mohaghegh Ardabili – sequence: 3 givenname: John surname: Abraham fullname: Abraham, John organization: School of Engineering, University of St. Thomas – sequence: 4 givenname: Reza surname: Norouzi fullname: Norouzi, Reza organization: Department Water Engineering, Faculty of Agriculture, University of Tabriz – sequence: 5 givenname: Rasoul orcidid: 0000-0003-1012-8342 surname: Daneshfaraz fullname: Daneshfaraz, Rasoul email: daneshfaraz@maragheh.ac.ir organization: Department of Civil Engineering, University of Maragheh – sequence: 6 givenname: Mohammad-Ali surname: Lotfollahi-Yaghin fullname: Lotfollahi-Yaghin, Mohammad-Ali organization: Department of Water Resources Engineering, Faculty of Civil Engineering, University of Tabriz – sequence: 7 givenname: Ahmet surname: Alkan fullname: Alkan, Ahmet organization: Department of Civil Engineering, Faculty of Engineering, University of Dokuz Eylül |
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| Cites_doi | 10.1002/eqe.4290010204 10.1007/s10706-020-01283-9 10.22055/JHS.2021.38300.1187 10.1016/j.engstruct.2018.11.005 10.2478/johh-2018-0006 10.22092/ARIDSE.2016.106407 10.1016/j.asoc.2013.12.008 10.1016/j.compstruc.2005.02.003 10.1504/IJHPSA.2022.10045989 10.1016/j.jhydrol.2022.127452 10.1016/j.advengsoft.2017.01.004 10.47577/technium.v4i3.6344 10.1007/s13201-019-1026-5 10.1007/s12517-020-05772-2 10.2166/ws.2020.279 10.1007/s13201-020-01195-2 10.1007/s10706-019-01004-x 10.28991/cej-2017-00000116 10.1016/j.jfranklin.2006.06.001 10.23917/jiti.v19i1.10079 10.1109/ACCESS.2019.2891673 10.2166/ws.2021.215 10.1145/937503.937505 10.18280/isi.260204 |
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| Keywords | GO algorithm Geometric dimensions Earthquake force Koyna dam Concrete volume |
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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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