Predictive models for concrete properties using machine learning and deep learning approaches: A review

MM Moein, A Saradar, K Rahmati… - Journal of Building …, 2023 - Elsevier
Concrete is one of the most widely used materials in various civil engineering applications.
Its global production rate is increasing to meet demand. Mechanical properties of concrete …

Utilization and efficiency of ground granulated blast furnace slag on concrete properties–A review

E Özbay, M Erdemir, Hİ Durmuş - Construction and Building Materials, 2016 - Elsevier
Ground granulated blast furnace slag (GGBFS) is a byproduct from the blast-furnaces of iron
and it is a very beneficial in the mortar and concrete production. The present paper reviews …

Machine learning-based compressive strength prediction for concrete: An adaptive boosting approach

DC Feng, ZT Liu, XD Wang, Y Chen, JQ Chang… - … and Building Materials, 2020 - Elsevier
In this paper, an intelligent approach based on the machine learning technique is proposed
for predicting the compressive strength of concrete. This approach employs the adaptive …

Machine learning models for predicting compressive strength of fiber-reinforced concrete containing waste rubber and recycled aggregate

A Pal, KS Ahmed, FMZ Hossain, MS Alam - Journal of Cleaner Production, 2023 - Elsevier
The compressive strength of fiber-reinforced rubberized recycled aggregate concrete (FR 3
C) is an important performance indicator for its practical application and durability in the …

Carbonation of cement-based materials: Challenges and opportunities

W Ashraf - Construction and Building Materials, 2016 - Elsevier
This article summarizes the existing knowledge regarding the carbonation of cement-based
materials and identified the areas which require further investigations. Available studies …

High-performance concrete strength prediction based on ensemble learning

QF Li, ZM Song - Construction and Building Materials, 2022 - Elsevier
The compressive strength and tensile strength of high-performance concrete (HPC) are
important mechanical property indexes. However, the related mechanical tests are time …

Mechanical properties, durability, and life-cycle assessment of self-consolidating concrete mixtures made with blended portland cements containing fly ash and …

K Celik, C Meral, AP Gursel, PK Mehta… - Cement and Concrete …, 2015 - Elsevier
This paper reports the composition and properties of highly flowable self-consolidating
concrete (SCC) mixtures made of high proportions of cement replacement materials such as …

A review on the modelling of carbonation of hardened and fresh cement-based materials

X You, X Hu, P He, J Liu, C Shi - Cement and Concrete Composites, 2022 - Elsevier
Different models have been proposed to investigate and predict the carbonation process of
cement-based materials. This paper firstly introduces the carbonation process occurred in …

Comparative sustainability assessment of binary blended concretes using Supplementary Cementitious Materials (SCMs) and Ordinary Portland Cement (OPC)

KM Rahla, R Mateus, L Bragança - Journal of Cleaner Production, 2019 - Elsevier
The process of manufacturing the Ordinary Portland Cement (OPC) is linked with potentially
adverse consequences on the environment, as it consumes considerable quantities of …

Effects of nanosilica addition on workability and compressive strength of Portland cement pastes

M Berra, F Carassiti, T Mangialardi, AE Paolini… - … and Building Materials, 2012 - Elsevier
The effect of nano-size particles of amorphous silica (nanosilica) on the rheological
behaviour and mechanical strength development of cementitious mixes is addressed. Mini …