A study on the performance of circular and rectangular submerged breakwaters using nun-uniform FGVT method

Jafarzadeh, Elham; Bohluly, Asghar; Kabiri-Samani, Abdorreza; Mansourzadeh, Shahriar

doi:10.1080/21664250.2023.2170688

Cited by 11 publications

(4 citation statements)

References 29 publications

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“…A non-parametric method of measuring correlation or association among a pair of parameters is the Spearman rank correlation coefficient ( SCC ) calculated by Eq. ( 1) [58]. The assessment evaluates the magnitude and orientation of the monotonic association between two factors, irrespective of whether the association is linear.…”

Section: The Reinforcement Stiffness Ratio ( E∕e 0 )mentioning

confidence: 99%

Optimization-Based Fuzzy System Application on Deformation of Geogrid-Reinforced Soil Structures

Dou

2024

Int J Comput Intell Syst

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When it comes to the geosynthetic-reinforced soil structures’ structural design, the analysis of deformation is of the highest relevance. In spite of this, the academic literature lays a substantial amount of attention on the potential of artificial intelligence approaches in efficiently addressing the many challenges that are faced in geotechnical engineering. The investigation of the possible use of approaches based on machine learning for the purpose of forecasting the geogrid-reinforced soil structures’ deformation ($${\text{Dis}}$$ Dis ) was the major focus of this study. These efforts are made to reduce the time and cost of numerical modeling. This study aimed to enable computers to learn patterns and insights from data to make accurate predictions or decisions about unseen data. This paper introduces novel systems that coupled the Beluga whale optimizer ($${\text{BWH}}$$ BWH ), Henry gas solubility optimization ($${\text{HGSO}}$$ HGSO ), gannet optimization algorithm ($${\text{GOA}}$$ GOA ), and Harris hawks optimizer ($${\text{HHO}}$$ HHO ) with adaptive neuro-fuzzy inference system ($${\text{ANFIS}}$$ ANFIS ). A dataset was created by gathering 166 finite element analyses accomplished in the literature. Between four $${\text{ANFIS}}$$ ANFIS systems, the integrated one with $${\text{GOA}}$$ GOA got the largest accuracy value, accounting for 0.9841 and 0.9895 in the train and test stages, better than $${\text{ANF}}_{{{\text{BWH}}}}$$ ANF BWH , followed by $${\text{ANF}}_{{{\text{HH}}}}$$ ANF HH . It was seen from $${\text{U}}_{{{95}}} { }$$ U 95 that the $${\text{ANF}}_{{{\text{GOA}}}} { }$$ ANF GOA scenario exhibits the least level of uncertainty in comparison to other models, hence demonstrating its greater capacity for generalization. Between four $${\text{ANFIS}}$$ ANFIS systems, the most accurate system with the lowest $${\text{OBJ}}$$ OBJ value is $${\text{ANF}}_{{{\text{GOA}}}}$$ ANF GOA at 2.6098, followed by $${\text{ANF}}_{{{\text{BWH}}}}$$ ANF BWH at 2.8002. Sensitivity analysis depicts that removing the surcharge $$\left( q \right)$$ q parameter from the input group has a considerable negative impact on output accuracy.

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Section: The Reinforcement Stiffness Ratio ( E∕e 0 )mentioning

confidence: 99%

Optimization-Based Fuzzy System Application on Deformation of Geogrid-Reinforced Soil Structures

Dou

2024

Int J Comput Intell Syst

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“…Recent studies have highlighted remarkable advancements in both theoretical and practical realms within the fields of structural engineering and materials science, signaling a transformative period for these disciplines [ [13] , [14] , [15] ]. These investigations collectively contribute to the development of infrastructures that are more resilient and capable of withstanding various environmental challenges [ 16 , 17 ]. Notably, the application of advanced computational techniques, such as Artificial Neural Networks (ANN), represents a significant leap toward sustainable construction practices [ 18 ].…”

Section: Introductionmentioning

confidence: 99%

Estimating the axial strain of circular short columns confined with CFRP under centric compressive static load using ANN and GRA techniques

Al-Sayegh,

Mahmoudabadi,

Behbehani

et al. 2024

Heliyon

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“…As a result, the importance of seismic analysis and design is paramount, as they are critical in guaranteeing the structural integrity and safety of these structures [6,22]. The slab system and design are essential to this seismic design approach [8,23]. The slab, as a fundamental horizontal structural component, plays an important role in load distribution and provides the structure with the necessary rigidity [9,24].…”

Section: Introductionmentioning

confidence: 99%

A Comparative Study of the Seismic Response of Different Concrete Slab Systems for a Multistory Building in Madinah

Laissy,

Al-Turkmani,

Atarji

et al. 2023

Eng. Technol. Appl. Sci. Res.

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Seismic analysis is considered as an important aspect of the design of high-rise buildings, particularly in earthquake prone areas. The structural system choice can have a considerable impact on the building seismic response. The goal of this study is to compare the seismic behavior of multiple slab systems used in a multi-story building in Saudi Arabia's Madinah region. This study's goal is to determine the most effective and efficient slab system performance in a seismic zone. The ETABS V20.3 program was used in this work to model and assess the seismic response of three different types of slab systems: flat, solid, and hollow blocks slab types. Many earthquake aspects, including story displacement, base shear, story drifts, column forces, and bending moments, are estimated for each system. The study examines and assesses each system's seismic response, and the conclusions are given and discussed. According to the findings, the choice of slab system has a considerable impact on the seismic reaction of the building. The hollow block system has the least base shear value and bending moments, while the flat slab system has the greatest. The values in the solid slab system are in the middle. In terms of story displacement and column forces, the study additionally indicates that the hollow block type system performs effectively in terms of story drifts, however, the solid slab system outperforms the others. The study's findings can assist designers and engineers to determine the best slab system for multistory buildings in seismic-prone areas by providing important insight and suggestions.

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A study on the performance of circular and rectangular submerged breakwaters using nun-uniform FGVT method

Cited by 11 publications

References 29 publications

Optimization-Based Fuzzy System Application on Deformation of Geogrid-Reinforced Soil Structures

Optimization-Based Fuzzy System Application on Deformation of Geogrid-Reinforced Soil Structures

Estimating the axial strain of circular short columns confined with CFRP under centric compressive static load using ANN and GRA techniques

A Comparative Study of the Seismic Response of Different Concrete Slab Systems for a Multistory Building in Madinah

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