Innovative models for prediction of compressive strength of FRP-confined circular reinforced concrete columns using soft computing methods

H. Naderpour; K. Nagai; P. Fakharian; M. Haji

doi:10.1016/j.compstruct.2019.02.048

journal article May 01, 2019

Innovative models for prediction of compressive strength of FRP-confined circular reinforced concrete columns using soft computing methods

H. Naderpour K. Nagai

P. Fakharian M. Haji

Composite Structures Vol. 215 pp. 69-84 · Elsevier BV

View at Publisher Save 10.1016/j.compstruct.2019.02.048

Topics

No keywords indexed for this article. Browse by subject →

References

45

[1]

Haji "Experimental study on influence of proposed FRP-strengthening techniques on RC circular short columns considering different types of damage index" Compos Struct (2019) 10.1016/j.compstruct.2018.10.088

[2]

Galal "Retrofit of RC square short columns" Eng Struct (2005) 10.1016/j.engstruct.2005.01.003

[3]

Chellapandian "Strength and ductility of innovative hybrid NSM reinforced and FRP confined short RC columns under axial compression" Compos Struct (2017) 10.1016/j.compstruct.2017.05.033

[4]

Choi "Seismic retrofit of circular RC columns through using tensioned GFRP wires winding" Compos Part B Eng (2015) 10.1016/j.compositesb.2015.08.041

[5]

Ribeiro "Hybrid FRP jacketing for enhanced confinement of circular concrete columns in compression" Constr Build Mater (2018) 10.1016/j.conbuildmat.2018.06.229

[6]

Zeng "Behavior of partially and fully FRP-confined circularized square columns under axial compression" Constr Build Mater (2017) 10.1016/j.conbuildmat.2017.06.152

[7]

Hoshikuma "Stress-strain model for confined reinforced concrete in bridge piers" J Struct Eng (1997) 10.1061/(asce)0733-9445(1997)123:5(624)

[8]

Matthys "Stress – Strain behavior of large-scale circular columns confined with FRP composites" J Struct Eng (2006) 10.1061/(asce)0733-9445(2006)132:1(123)

[9]

Eid "Plasticity-based model for circular concrete columns confined with fibre-composite sheets" Eng Struct (2007) 10.1016/j.engstruct.2007.09.005

[10]

Paultre "Confinement reinforcement design for reinforced concrete columns" J Struct Eng (2008) 10.1061/(asce)0733-9445(2008)134:5(738)

[11]

Caglar "Neural network based approach for determining the shear strength of circular reinforced concrete columns" Constr Build Mater (2009) 10.1016/j.conbuildmat.2009.06.002

[12]

Naderpour "Prediction of FRP-confined compressive strength of concrete using artificial neural networks" Compos Struct (2010) 10.1016/j.compstruct.2010.04.008

[13]

Chastre "Monotonic axial behavior and modelling of RC circular columns confined with CFRP" Eng Struct (2010) 10.1016/j.engstruct.2010.04.001

[14]

Wang "Experimental testing and analytical modeling of CFRP-confined large circular RC columns subjected to cyclic axial compression" Eng Struct (2012) 10.1016/j.engstruct.2012.01.004

[15]

Shirmohammadi "Stress-strain model for circular concrete columns confined by FRP and conventional lateral steel" Eng Struct (2015) 10.1016/j.engstruct.2014.12.005

[16]

Cascardi "An artificial neural networks model for the prediction of the compressive strength of FRP-confined concrete circular columns" Eng Struct (2017) 10.1016/j.engstruct.2017.02.047

[17]

Ahmadi "Utilization of artificial neural networks to prediction of the capacity of CCFT short columns subject to short term axial load" Arch Civ Mech Eng (2014) 10.1016/j.acme.2014.01.006

[18]

Ahmadi "ANN model for predicting the compressive strength of circular steel-confined concrete" Int J Civ Eng (2017) 10.1007/s40999-016-0096-0

[19]

Naderpour "A proposed model to estimate shear contribution of FRP in strengthened RC beams in terms of adaptive neuro-fuzzy inference system" Compos Struct (2017) 10.1016/j.compstruct.2017.03.028

[20]

Naderpour "Compressive strength prediction of environmentally friendly concrete using artificial neural networks" J Build Eng (2018) 10.1016/j.jobe.2018.01.007

[21]

Keshavarz "Application of ANN and ANFIS models in determining compressive strength of concrete" Soft Comput Civ Eng (2018)

[22]

Naderpour "An innovative approach for compressive strength estimation of mortars having calcium inosilicate minerals" J Build Eng (2018) 10.1016/j.jobe.2018.05.012

[23]

Samaan "Model of concrete confined by fiber composites" J Struct Eng (1998) 10.1061/(asce)0733-9445(1998)124:9(1025)

[24]

Youssef "Stress–strain model for concrete confined by FRP composites" Compos Part B Eng (2007) 10.1016/j.compositesb.2006.07.020

[25]

Kawashima K, Hosotani M, Yoneda K. Carbon fiber sheet retrofit of reinforced concrete bridge piers. Proc., Int. Work. Annu. Commem. Chi-Chi Earthq., vol. 2, National Center for Research on Earthquake Engineering Taipei, Taiwan, ROC; 2000, p. 124–35. 10.2208/jscej.2000.648_137

[26]

Hosotani "A stress-strain model for concrete cylinders confined by carbon fiber sheets" Doboku Gakkai Ronbunshu (1998) 10.2208/jscej.1998.592_37

[27]

Lee "Compressive Response of Concrete Confined with Steel Spirals and FRP Composites" J Compos Mater (2010) 10.1177/0021998309347568

[28]

Committee "Guide for the design and construction of externally bonded FRP systems for strengthening concrete structures reported by ACI committee 440" ACI (2002)

[29]

Demers "Confinement of reinforced concrete columns with fibre-reinforced composite sheets – An experimental study" Can J Civ Eng (1999) 10.1139/l98-067

[30]

Benzaid "Nasr eddine chikh. FRP-confined concrete cylinders: axial compression experiments and strength model" J Reinf Plast Compos (2010) 10.1177/0731684409355199

[31]

Matthys "Axial load behavior of large-scale columns confined with fiber-reinforced polymer composites" ACI Struct J (2005)

[32]

Eid "Normal- and high-strength concrete circular elements wrapped with FRP composites" J Compos Constr (2009) 10.1061/(asce)1090-0268(2009)13:2(113)

[33]

Abdelrahman "Behavior of large-scale concrete columns wrapped with CFRP and SFRP sheets" J Compos Constr (2012) 10.1061/(asce)cc.1943-5614.0000278

[34]

Mostofinejad "Experimental study of circular RC columns strengthened with longitudinal cfrp composites under eccentric loading: comparative evaluation of EBR and EBROG methods" J Compos Constr (2016) 10.1061/(asce)cc.1943-5614.0000618

[35]

Silva "Behavior of square and circular columns strengthened with aramidic or carbon fibers" Constr Build Mater (2011) 10.1016/j.conbuildmat.2011.03.007

[36]

Hadi "Experimental investigation of circular high-strength concrete columns reinforced with glass fiber-reinforced polymer bars and helices under different loading conditions" J Compos Constr (2017) 10.1061/(asce)cc.1943-5614.0000784

[37]

Hadi "Behaviour of reinforced concrete columns wrapped with fibre reinforced polymer under eccentric loads" Aust J Struct Eng (2010) 10.1080/13287982.2010.11465042

[38]

Issa "Experimental and parametric study of circular short columns confined with CFRP composites" J Compos Constr (2009) 10.1061/(asce)1090-0268(2009)13:2(135)

[39]

Moshiri "Strengthening of RC columns by longitudinal CFRP sheets: effect of strengthening technique" Constr Build Mater (2015) 10.1016/j.conbuildmat.2015.01.040

[40]

Yin "Compressive behavior of concrete confined by CFRP and transverse spiral reinforcement" Part A experimental study. Mater Struct (2016)

[41]

Hadi "Comparative study of eccentrically loaded FRP wrapped columns" Compos Struct (2006) 10.1016/j.compstruct.2005.03.013

[42]

Polynomial "Theory of Complex Systems" IEEE Trans Syst Man Cybern (1971)

[43]

Ferreira (2002)

[44]

Smith "Probability and statistics in civil engineering" Collins London (1986)

[45]

Milne "Feature selection using neural networks with contribution measures" Aust. Conf. Artif. Intell. AI’95, Citeseer (1995)

Cited By

114

Investigating of both facilitating and hindering effects of macroscopic cracks on moisture transport in concrete

Dawei Ren, Yi Gao · 2026

Case Studies in Construction Materi...

Machine learning-driven prediction of axial capacity of concrete-filled steel tubes columns with built-in bamboo or timber cores

Baoxing Wei, Yang Wei · 2025

Engineering Structures

Meso-scale simulation of moisture transport in concrete during wet-dry cycles using 3D RBSM conduit model with variable diffusion model

Dawei Ren, Punyawut Jiradilok · 2024

Cement and Concrete Composites

A new formulation for predicting the ultimate capacities of FRP-confined concrete using advanced machine learning framework: Developed structural reliability analysis

Mahmoud Alfouneh, Mohamed El Amine Ben Seghier · 2024

Structures

Axial strength prediction of seawater sea sand concrete-filled circular FRP tubes under alkaline environment based on ensemble learning algorithms

Maria D.C. Hernandez Obando, Mudassir Iqbal · 2024

Thin-Walled Structures

Machine learning for structural engineering: A state-of-the-art review

Huu-Tai Thai · 2022

Structures

Prediction of shear capacity of steel channel sections using machine learning algorithms

Madhushan Dissanayake, Hoang Nguyen · 2022

Thin-Walled Structures

Computational predictions for estimating the maximum deflection of reinforced concrete panels subjected to the blast load

Aydin Shishegaran, Mohammad Reza Khalili · 2020

International Journal of Impact Eng...

Data-driven ultimate conditions prediction and stress-strain model for FRP-confined concrete

Kejie Jiang, Qiang Han · 2020

Composite Structures

Metrics

114

Citations

45

References

Details

Published: May 01, 2019
Vol/Issue: 215
Pages: 69-84
License: View

Authors

Cite This Article

H. Naderpour, K. Nagai, P. Fakharian, et al. (2019). Innovative models for prediction of compressive strength of FRP-confined circular reinforced concrete columns using soft computing methods. Composite Structures, 215, 69-84. https://doi.org/10.1016/j.compstruct.2019.02.048

Innovative models for prediction of compressive strength of FRP-confined circular reinforced concrete columns using soft computing methods

You May Also Like