A Systematic Review of the Research Development on the Application of Machine Learning for Concrete

Basalt Fibers in Modified Whisker Reinforced Cementitious Composites

(2022) Mehran Khan et al.   Periodica Polytechnica-Civil Engineering

Predicting the Mechanical Properties of RCA-Based Concrete Using Supervised Machine Learning Algorithms

(2022) Meijun Shang et al.   Materials

Prediction of Concrete Fragments Amount and Travel Distance under Impact Loading Using Deep Neural Network and Gradient Boosting Method

(2022) Kyeongjin Kim et al.   Materials

Predictive modeling of compressive strength of sustainable rice husk ash concrete: Ensemble learner optimization and comparison

(2022) Bawar Iftikhar et al.   Journal of Cleaner Production

Mapping Research Knowledge on Rice Husk Ash Application in Concrete: A Scientometric Review

(2022) Muhammad Nasir Amin et al.   Materials

Machine Learning Prediction Models to Evaluate the Strength of Recycled Aggregate Concrete

(2022) Xiongzhou Yuan et al.   Materials

Statistical Methods for Modeling the Compressive Strength of Geopolymer Mortar

(2022) Hemn Unis Ahmed et al.   Materials

Prediction of Compressive Strength of Sustainable Foam Concrete Using Individual and Ensemble Machine Learning Approaches

(2022) Haji Sami Ullah et al.   Materials

Prediction of Mechanical Properties of Fly-Ash/Slag-Based Geopolymer Concrete Using Ensemble and Non-Ensemble Machine-Learning Techniques

(2022) Muhammad Nasir Amin et al.   Materials

Application of Machine Learning Approaches to Predict the Strength Property of Geopolymer Concrete

(2022) Rongchuan Cao et al.   Materials

Industry 4.0 and Digitalisation in Healthcare

(2022) Vladimir V. Popov et al.   Materials

Comparison of Prediction Models Based on Machine Learning for the Compressive Strength Estimation of Recycled Aggregate Concrete

(2022) Kaffayatullah Khan et al.   Materials

Compressive Strength Evaluation of Ultra-High-Strength Concrete by Machine Learning

(2022) Zhongjie Shen et al.   Materials

Classifying High Strength Concrete Mix Design Methods Using Decision Trees

(2022) Saleh J. Alghamdi   Materials

Fly Ash Application as Supplementary Cementitious Material: A Review

(2022) Guanlei Li et al.   Materials

Interpretable Machine Learning Algorithms to Predict the Axial Capacity of FRP-Reinforced Concrete Columns

(2022) Celal Cakiroglu et al.   Materials

Plastic Waste Management Strategies and Their Environmental Aspects: A Scientometric Analysis and Comprehensive Review

(2022) Saimin Huang et al.   International Journal of Environmental Research and Public Health

Forecasting the Mechanical Properties of Plastic Concrete Employing Experimental Data Using Machine Learning Algorithms: DT, MLPNN, SVM, and RF

(2022) Afnan Nafees et al.   Polymers

Application of Soft Computing Techniques to Predict the Strength of Geopolymer Composites

(2022) Qichen Wang et al.   Polymers

Predicting the Splitting Tensile Strength of Recycled Aggregate Concrete Using Individual and Ensemble Machine Learning Approaches

(2022) Yongzhong Zhu et al.   Crystals

Concrete filled double steel tube columns incorporating UPVC pipes under uniaxial compressive load at ambient and elevated temperature

(2022) Qiuying Chang et al.   Case Studies in Construction Materials

Effectiveness of hybrid steel-basalt fiber reinforced concrete under compression

(2022) Mehran Khan et al.   Case Studies in Construction Materials

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 Compressive Strength of Fly Ash Based Concrete Using Individual and Ensemble Algorithm

(2021) Ayaz Ahmad et al.   Materials

Scientometric review of international research trends on thermal energy storage cement based composites via integration of phase change materials from 1993 to 2020

(2021) Sher Afgan et al.   CONSTRUCTION AND BUILDING MATERIALS

Efficiency of basalt fiber length and content on mechanical and microstructural properties of hybrid fiber concrete

(2021) Mehran Khan et al.   FATIGUE & FRACTURE OF ENGINEERING MATERIALS & STRUCTURES

Experimental and analytical study of hybrid fiber reinforced concrete prepared with basalt fiber under high temperature

(2021) Mehran Khan et al.   FIRE AND MATERIALS

Model-Based Adaptive Machine Learning Approach in Concrete Mix Design

(2021) Patryk Ziolkowski et al.   Materials

Effect of Short Fiber Reinforcements on Fracture Performance of Cement-Based Materials: A Systematic Review Approach

(2021) Waqas Ahmad et al.   Materials

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

(2021) Ayaz Ahmad et al.   Materials

Effect of silica-fume content on performance of CaCO3 whisker and basalt fiber at matrix interface in cement-based composites

(2021) Mehran Khan et al.   CONSTRUCTION AND BUILDING MATERIALS

A Comprehensive Study on the Hardening Features and Performance of Self-Compacting Concrete with High-Volume Fly Ash and Slag

(2021) Zhenghong Yang et al.   Materials

Key Factors Determining the Self-Healing Ability of Cement-Based Composites with Mineral Additives

(2021) Kamil Tomczak et al.   Materials

Comparative study of mechanical properties between irradiated and regular plastic waste as a replacement of cement and fine aggregate for manufacturing of green concrete

(2021) Tao Liu et al.   Ain Shams Engineering Journal

Predicting the compressive strength of concrete with fly ash admixture using machine learning algorithms

(2021) Hongwei Song et al.   CONSTRUCTION AND BUILDING MATERIALS

Estimating compressive strength of modern concrete mixtures using computational intelligence: A systematic review

(2021) Itzel Nunez et al.   CONSTRUCTION AND BUILDING MATERIALS

Potential use of recycled plastic and rubber aggregate in cementitious materials for sustainable construction: A review

(2021) Rayed Alyousef et al.   Journal of Cleaner Production

Predictive Modeling of Mechanical Properties of Silica Fume-Based Green Concrete Using Artificial Intelligence Approaches: MLPNN, ANFIS, and GEP

(2021) Afnan Nafees et al.   Materials

Application of Advanced Machine Learning Approaches to Predict the Compressive Strength of Concrete Containing Supplementary Cementitious Materials

(2021) Waqas Ahmad et al.   Materials

Computation of High-Performance Concrete Compressive Strength Using Standalone and Ensembled Machine Learning Techniques

(2021) Yue Xu et al.   Materials

Deep-Learning-Based Segmentation of Fresh or Young Concrete Sections from Images of Construction Sites

(2021) Woldeamanuel Minwuye Mesfin et al.   Materials

Modeling of Mechanical Properties of Silica Fume-Based Green Concrete Using Machine Learning Techniques

(2021) Afnan Nafees et al.   Polymers

A systematic review of waste materials in cement-based composites for construction applications

(2021) Xuemei Li et al.   Journal of Building Engineering

A scientometric review of waste material utilization in concrete for sustainable construction

(2021) Waqas Ahmad et al.   Case Studies in Construction Materials

Sugarcane bagasse ash as supplementary cementitious material in concrete – a review

(2021) B.S. Thomas et al.   Materials Today Sustainability

Compressive strength prediction of fly ash-based geopolymer concrete via advanced machine learning techniques

(2021) Ayaz Ahmad et al.   Case Studies in Construction Materials

A comprehensive overview of geopolymer composites: A bibliometric analysis and literature review

(2021) Haihua Yang et al.   Case Studies in Construction Materials

Modeling Pan Evaporation Using Gaussian Process Regression K-Nearest Neighbors Random Forest and Support Vector Machines; Comparative Analysis

(2020) Sevda Shabani et al.   Atmosphere

Efficiency of silica-fume content in plain and natural fiber reinforced concrete for concrete road

(2020) Mehran Khan et al.   CONSTRUCTION AND BUILDING MATERIALS

A bibliometric review of research on sustainable construction, 1994–2018

(2020) Amornrut Det Udomsap et al.   JOURNAL OF CLEANER PRODUCTION

Effectiveness of multiscale hybrid fiber reinforced cementitious composites under single degree of freedom hydraulic shaking table

(2020) Mingli Cao et al.   Structural Concrete

Prediction of Thermo-Physical Properties of TiO2-Al2O3/Water Nanoparticles by Using Artificial Neural Network

(2020) Milad Sadeghzadeh et al.   Nanomaterials

Residual Strength Evaluation of Corroded Textile-Reinforced Concrete by the Deep Learning-Based Method

(2020) Wei Wang et al.   Materials

Predicting and Mapping of Soil Organic Carbon Using Machine Learning Algorithms in Northern Iran

(2020) Mostafa Emadi et al.   Remote Sensing

GIS-Based Machine Learning Algorithms for Gully Erosion Susceptibility Mapping in a Semi-Arid Region of Iran

(2020) Xinxiang Lei et al.   Remote Sensing

Novel Ensemble Approach of Deep Learning Neural Network (DLNN) Model and Particle Swarm Optimization (PSO) Algorithm for Prediction of Gully Erosion Susceptibility

(2020) Shahab S. Band et al.   SENSORS

Mixture Optimization of Recycled Aggregate Concrete Using Hybrid Machine Learning Model

(2020) Itzel Nunez et al.   Materials

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

A scientometric review of geopolymer concrete

(2020) Wyom Paul Zakka et al.   JOURNAL OF CLEANER PRODUCTION

Ensemble Boosting and Bagging Based Machine Learning Models for Groundwater Potential Prediction

(2020) Amirhosein Mosavi et al.   WATER RESOURCES MANAGEMENT

Automatic Concrete Damage Recognition Using Multi-Level Attention Convolutional Neural Network

(2020) Hyun Kyu Shin et al.   Materials

Using Scopus’s CiteScore for assessing the quality of computer science conferences

(2019) Lokman I. Meho   Journal of Informetrics

Estimating Daily Dew Point Temperature Using Machine Learning Algorithms

(2019) Sultan Noman Qasem et al.   Water

Improvement in concrete behavior with fly ash, silica-fume and coconut fibres

(2019) Mehran Khan et al.   CONSTRUCTION AND BUILDING MATERIALS

Scientometric review of global research trends on green buildings in construction journals from 1992 to 2018

(2019) Ibrahim Y. Wuni et al.   ENERGY AND BUILDINGS

Mapping Knowledge in the Economic Areas of Green Building Using Scientometric Analysis

(2019) Xue Xiao et al.   Energies

Applying a meta-heuristic algorithm to predict and optimize compressive strength of concrete samples

(2019) Lei Sun et al.   ENGINEERING WITH COMPUTERS

Predicting the compressive strength of normal and High-Performance Concretes using ANN and ANFIS hybridized with Grey Wolf Optimizer

(2019) Emadaldin Mohammadi Golafshani 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

Compressive strength prediction of recycled concrete based on deep learning

(2018) Fangming Deng et al.   CONSTRUCTION AND BUILDING MATERIALS

A holistic review of cement composites reinforced with graphene oxide

(2018) Yidong Xu et al.   CONSTRUCTION AND BUILDING MATERIALS

Effect of super plasticizer on the properties of medium strength concrete prepared with coconut fiber

(2018) Mehran Khan et al.   CONSTRUCTION AND BUILDING MATERIALS

A Hybrid clustering and classification technique for forecasting short-term energy consumption

(2018) Mehrnoosh Torabi et al.   Environmental Progress & Sustainable Energy

Comprehensive analysis of the relationship between thermal comfort and building control research - A data-driven literature review

(2018) June Young Park et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Sugarcane growth prediction based on meteorological parameters using extreme learning machine and artificial neural network

(2018) Pezhman Taherei Ghazvinei et al.   Engineering Applications of Computational Fluid Mechanics

A holistic review of off-site construction literature published between 2008 and 2018

(2018) Ruoyu Jin et al.   JOURNAL OF CLEANER PRODUCTION

A scientometric analysis and visualization of global green building research

(2018) Amos Darko et al.   BUILDING AND ENVIRONMENT

Fracture mechanics and mechanical fault detection by artificial intelligence methods: A review

(2017) Sara Nasiri et al.   ENGINEERING FAILURE ANALYSIS

A novel machine learning-based algorithm to detect damage in high-rise building structures

(2017) Mohammad Hossein Rafiei et al.   STRUCTURAL DESIGN OF TALL AND SPECIAL BUILDINGS

Machine learning in materials informatics: recent applications and prospects

(2017) Rampi Ramprasad et al.   npj Computational Materials

Automated Crack Detection on Concrete Bridges

(2016) Prateek Prasanna et al.   IEEE Transactions on Automation Science and Engineering

State-of-the-art review of some artificial intelligence applications in pile foundations

(2016) Mohamed A. Shahin   Geoscience Frontiers

Fuzzy multiple criteria decision-making techniques and applications – Two decades review from 1994 to 2014

(2015) Abbas Mardani et al.   EXPERT SYSTEMS WITH APPLICATIONS

Machine learning applications in genetics and genomics

(2015) Maxwell W. Libbrecht et al.   NATURE REVIEWS GENETICS

Machine learning: Trends, perspectives, and prospects

(2015) M. I. Jordan et al.   SCIENCE

Advances in optimization of highrise building structures

(2014) Mais Aldwaik et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

High-performance concrete compressive strength prediction using Genetic Weighted Pyramid Operation Tree (GWPOT)

(2013) Min-Yuan Cheng et al.   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

Green building research–current status and future agenda: A review

(2013) Jian Zuo et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Artificial Intelligence in Civil Engineering

(2012) Pengzhen Lu et al.   MATHEMATICAL PROBLEMS IN ENGINEERING

Metaheuristics for project and construction management – A state-of-the-art review

(2011) T. Warren Liao et al.   AUTOMATION IN CONSTRUCTION

Optimizing the Prediction Accuracy of Concrete Compressive Strength Based on a Comparison of Data-Mining Techniques

(2010) Jui-Sheng Chou et al.   JOURNAL OF COMPUTING IN CIVIL ENGINEERING

Mapping knowledge structure by keyword co-occurrence: a first look at journal papers in Technology Foresight

(2010) Hsin-Ning Su et al.   SCIENTOMETRICS

Software survey: VOSviewer, a computer program for bibliometric mapping

(2009) Nees Jan van Eck et al.   SCIENTOMETRICS