Application of Novel Machine Learning Techniques for Predicting the Surface Chloride Concentration in Concrete Containing Waste Material

Predictive modelling for sustainable high-performance concrete from industrial wastes: A comparison and optimization of models using ensemble learners

(2021) Furqan Farooq et al.   JOURNAL OF CLEANER PRODUCTION

Prediction of chloride concentration with elevation in concrete exposed to cyclic drying-wetting conditions in marine environments

(2021) Xueli Ju et al.   CONSTRUCTION AND BUILDING MATERIALS

Predicting concrete compressive strength using hybrid ensembling of surrogate machine learning models

(2021) Panagiotis G. Asteris et al.   CEMENT AND CONCRETE RESEARCH

Metaheuristic model for the interface shear strength between granular soil and structure considering surface morphology

(2021) Wei-Bin Chen et al.   COMPUTERS AND GEOTECHNICS

Prediction of Chloride Distribution for Offshore Concrete Based on Statistical Analysis

(2020) Qing-feng Liu et al.   Materials

Prediction Models for the Mechanical Properties of Self-Compacting Concrete with Recycled Rubber and Silica Fume

(2020) Robert Bušić et al.   Materials

A step towards durable, ductile and sustainable concrete: Simultaneous incorporation of recycled aggregates, glass fiber and fly ash

(2020) Babar Ali et al.   CONSTRUCTION AND BUILDING MATERIALS

Prediction of surface chloride concentration of marine concrete using ensemble machine learning

(2020) Rong Cai et al.   CEMENT AND CONCRETE RESEARCH

A New and Robust Hybrid Artificial Bee Colony Algorithm – ANN Model for FRP-Concrete Bond Strength Evaluation

(2020) Hashem Jahangir et al.   COMPOSITE STRUCTURES

A Comparative Study of Random Forest and Genetic Engineering Programming for the Prediction of Compressive Strength of High Strength Concrete (HSC)

(2020) Furqan Farooq et al.   Applied Sciences-Basel

New Prediction Model for the Ultimate Axial Capacity of Concrete-Filled Steel Tubes: An Evolutionary Approach

(2020) Muhammad Faisal Javed et al.   Crystals

Service Life Modeling of Concrete with SCMs Using Effective Diffusion Coefficient and a New Binding Model

(2020) Mukhtar Oluwaseun Azeez et al.   Crystals

Applications of Gene Expression Programming for Estimating Compressive Strength of High-Strength Concrete

(2020) Fahid Aslam et al.   Advances in Civil Engineering

Modelling the Influence of Waste Rubber on Compressive Strength of Concrete by Artificial Neural Networks

(2019) Marijana Hadzima-Nyarko et al.   Materials

Combination of Support Vector Machine and K-Fold cross validation to predict compressive strength of concrete in marine environment

(2019) Hao Ling et al.   CONSTRUCTION AND BUILDING MATERIALS

Understanding the origin of high corrosion inhibition efficiency of bee products towards aluminium alloys in alkaline environments

(2019) Jacek Ryl et al.   ELECTROCHIMICA ACTA

Modelling uniaxial compressive strength of lightweight self-compacting concrete using random forest regression

(2019) Junfei Zhang et al.   CONSTRUCTION AND BUILDING MATERIALS

Prediction of fresh and hardened properties of self-compacting concrete using support vector regression approach

(2019) Prasenjit Saha et al.   NEURAL COMPUTING & APPLICATIONS

Linear and non-linear SVM prediction for fresh properties and compressive strength of high volume fly ash self-compacting concrete

(2019) Mohammad Azimi-Pour et al.   CONSTRUCTION AND BUILDING MATERIALS

Predicting compressive strength of lightweight foamed concrete using extreme learning machine model

(2018) Zaher Mundher Yaseen et al.   ADVANCES IN ENGINEERING SOFTWARE

Time dependence and similarity analysis of peak value of chloride concentration of concrete under the simulated chloride environment

(2018) Yu-rong Zhang et al.   CONSTRUCTION AND BUILDING MATERIALS

Quantifying maximum phenomenon in chloride ion profiles and its influence on service-life prediction of concrete structures exposed to seawater tidal zone – A field oriented study

(2018) Mehdi Khanzadeh Moradllo et al.   CONSTRUCTION AND BUILDING MATERIALS

Prediction model of long-term chloride diffusion into plain concrete considering the effect of the heterogeneity of materials exposed to marine tidal zone

(2018) Yuanzhan Wang et al.   CONSTRUCTION AND BUILDING MATERIALS

Chloride ions transportation behavior and binding capacity of concrete exposed to different marine corrosion zones

(2018) Jin Zuquan et al.   CONSTRUCTION AND BUILDING MATERIALS

Prediction model for optimized self-compacting concrete with fly ash using response surface method based on fuzzy classification

(2018) Sundari Selvaraj et al.   NEURAL COMPUTING & APPLICATIONS

Prediction of compressive strength of self-compacting concrete by ANFIS models

(2018) Behnam Vakhshouri et al.   NEUROCOMPUTING

Modeling the Fresh and Hardened Stage Properties of Self-Compacting Concrete using Random Kitchen Sink Algorithm

(2018) Dhanya Sathyan et al.   International Journal of Concrete Structures and Materials

Artificial neural network based modelling approach for strength prediction of concrete incorporating agricultural and construction wastes

(2018) Mulusew Aderaw Getahun et al.   CONSTRUCTION AND BUILDING MATERIALS

Predicting the compressive strength of silica fume concrete using hybrid artificial neural network with multi-objective grey wolves

(2018) Ali Behnood et al.   JOURNAL OF CLEANER PRODUCTION

Development of low cost packaged fibre optic sensors for use in reinforced concrete structures

(2018) Richard H. Scott et al.   MEASUREMENT

Prediction of chloride diffusion in cement mortar using Multi-Gene Genetic Programming and Multivariate Adaptive Regression Splines

(2017) Nhat-Duc Hoang et al.   MEASUREMENT

Self-compacting concrete strength prediction using surrogate models

(2017) Panagiotis G. Asteris et al.   NEURAL COMPUTING & APPLICATIONS

M5' and Mars Based Prediction Models for Properties of Self-compacting Concrete Containing Fly Ash

(2017) Ali Kaveh   Periodica Polytechnica-Civil Engineering

Prediction of the Corrosion Current Density in Reinforced Concrete Using a Self-Organizing Feature Map

(2017) Mehdi Nikoo et al.   Coatings

Service life prediction of RC structures in marine environment using long term chloride ingress data: Comparison between exposure trials and real structure surveys

(2016) Long Pang et al.   CONSTRUCTION AND BUILDING MATERIALS

Prediction of self-compacting concrete strength using artificial neural networks

(2016) P.G. Asteris et al.   European Journal of Environmental and Civil Engineering

Prediction of properties of self-compacting concrete containing fly ash using artificial neural network

(2016) Omar Belalia Douma et al.   NEURAL COMPUTING & APPLICATIONS

Assessment of artificial neural network and genetic programming as predictive tools

(2015) Amir H. Gandomi et al.   ADVANCES IN ENGINEERING SOFTWARE

Prediction of long-term chloride diffusion in silica fume concrete in a marine environment

(2015) Atiye Farahani et al.   CEMENT & CONCRETE COMPOSITES

Prediction of RC structure service life from field long term chloride diffusion

(2015) Majid Safehian et al.   Computers and Concrete

Determining corrosion levels in the reinforcement rebars of buildings in coastal areas. A case study in the Mediterranean coastline

(2015) José D. Moreno et al.   CONSTRUCTION AND BUILDING MATERIALS

Bond behavior of FRP-to-concrete interface under sulfate attack: An experimental study and modeling of bond degradation

(2015) Yingwu Zhou et al.   CONSTRUCTION AND BUILDING MATERIALS

Full-Scale Marine Exposure Tests on Treated and Untreated Concretes Initial 7-Year Results

(2014)   ACI MATERIALS JOURNAL

Corrosion current density prediction in reinforced concrete by imperialist competitive algorithm

(2014) Lukasz Sadowski et al.   NEURAL COMPUTING & APPLICATIONS

In situ study of chloride ingress in concretes containing natural zeolite, metakaolin and silica fume exposed to various exposure conditions in a harsh marine environment

(2013) Mahdi Valipour et al.   CONSTRUCTION AND BUILDING MATERIALS

Influence of exposure temperature on chloride diffusion in concretes incorporating silica fume or natural zeolite

(2013) Ali Dousti et al.   CONSTRUCTION AND BUILDING MATERIALS

Assessment of service life models for determination of chloride penetration into silica fume concrete in the severe marine environmental condition

(2013) Majid Safehian et al.   CONSTRUCTION AND BUILDING MATERIALS

Non-destructive investigation of corrosion current density in steel reinforced concrete by artificial neural networks

(2012) L. Sadowski   Archives of Civil and Mechanical Engineering

Prediction of compressive strength of self-compacting concrete containing bottom ash using artificial neural networks

(2011) Rafat Siddique et al.   ADVANCES IN ENGINEERING SOFTWARE

Time-dependent performance of concrete surface coatings in tidal zone of marine environment

(2011) Mehdi Khanzadeh Moradllo et al.   CONSTRUCTION AND BUILDING MATERIALS

Environmental effects on cover cracking due to corrosion

(2010) I. Balafas et al.   CEMENT AND CONCRETE RESEARCH

A comprehensive probabilistic model of chloride ingress in unsaturated concrete

(2010) E. Bastidas-Arteaga et al.   ENGINEERING STRUCTURES

Water repellent surface impregnation for extension of service life of reinforced concrete structures in marine environments: The role of cracks

(2009) Jian-Guo Dai et al.   CEMENT & CONCRETE COMPOSITES

Prediction of time dependent chloride transport in concrete structures exposed to a marine environment

(2009) Seung-Woo Pack et al.   CEMENT AND CONCRETE RESEARCH

Predicting the chloride penetration of fly ash concrete in seawater

(2009) W. Chalee et al.   MARINE STRUCTURES

Integration of the effects of airborne chlorides into reliability-based durability design of reinforced concrete structures in a marine environment

(2009) Mitsuyoshi Akiyama et al.   Structure and Infrastructure Engineering

Prediction of compressive strength of SCC and HPC with high volume fly ash using ANN

(2008) B.K. Raghu Prasad et al.   CONSTRUCTION AND BUILDING MATERIALS

The importance of chloride content at the concrete surface in assessing the time to corrosion of steel in concrete structures

(2008) K.Y. Ann et al.   CONSTRUCTION AND BUILDING MATERIALS

Factors influencing chloride transport in concrete structures exposed to marine environments

(2007) Ha-Won Song et al.   CEMENT & CONCRETE COMPOSITES

Effect of Curing Conditions on the Service Life Design of RC Structures in the Persian Gulf Region

(2007) R. Alizadeh et al.   JOURNAL OF MATERIALS IN CIVIL ENGINEERING