Review on compressive strength and durability of fly-ash-based geopolymers using characterization techniques

IF 4.4 3区 工程技术 Q1 ENGINEERING, CIVIL Archives of Civil and Mechanical Engineering Pub Date : 2025-01-28 DOI:10.1007/s43452-025-01116-7
Kailash Kumar Singaram, Mohd Ataullah Khan, Visalakshi Talakokula
{"title":"Review on compressive strength and durability of fly-ash-based geopolymers using characterization techniques","authors":"Kailash Kumar Singaram,&nbsp;Mohd Ataullah Khan,&nbsp;Visalakshi Talakokula","doi":"10.1007/s43452-025-01116-7","DOIUrl":null,"url":null,"abstract":"<div><p>The adoption of geopolymer, an inorganic amorphous material, reduces carbon dioxide emissions associated with ordinary portland cement (OPC) concrete and increases the usage of fly-ash (FA). Geopolymer concretes (GPCs) hold a lot of potential as cement substitutes as they can provide high early strength and resistance under aggressive environments. This paper reviews the compositions, curing regimes, mix designs, predictive models, and durability issues of FA-based GPC, drawing on recent credible publications. The role of microstructure on the strength and durability parameters is highlighted. Recent attempts, such as the utilization of multi-layered GPC–OPC, curing of geopolymer paste before casting, and the effect of mechanical milling of FA, are discussed. It was inferred that the porosity decreases and the microstructure gets denser as the volume fraction of nanomaterials increases. Research on durability issues indicates that the alumina–silicate determines the structural integrity of GP binders, exhibiting higher early age strength, reduced creep and shrinkage, and enhanced durability against hostile acids and sulphates. The primary carbonation and efflorescence reaction products for FA-based GPC are highly soluble Na₂CO₃ and K₂CO₃, which can increase the porosity of the concrete. Furthermore, it was found that deep residual networks and artificial neural network models were effective tools for predicting compressive strength, and the hybrid ensemble machine learning models outperformed conventional machine learning models. Reviewing large data might provide crucial information for the general use of FA-based GPC with suitable mechanical and durability features.</p></div>","PeriodicalId":55474,"journal":{"name":"Archives of Civil and Mechanical Engineering","volume":"25 2","pages":""},"PeriodicalIF":4.4000,"publicationDate":"2025-01-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s43452-025-01116-7.pdf","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Archives of Civil and Mechanical Engineering","FirstCategoryId":"5","ListUrlMain":"https://link.springer.com/article/10.1007/s43452-025-01116-7","RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENGINEERING, CIVIL","Score":null,"Total":0}
引用次数: 0

Abstract

The adoption of geopolymer, an inorganic amorphous material, reduces carbon dioxide emissions associated with ordinary portland cement (OPC) concrete and increases the usage of fly-ash (FA). Geopolymer concretes (GPCs) hold a lot of potential as cement substitutes as they can provide high early strength and resistance under aggressive environments. This paper reviews the compositions, curing regimes, mix designs, predictive models, and durability issues of FA-based GPC, drawing on recent credible publications. The role of microstructure on the strength and durability parameters is highlighted. Recent attempts, such as the utilization of multi-layered GPC–OPC, curing of geopolymer paste before casting, and the effect of mechanical milling of FA, are discussed. It was inferred that the porosity decreases and the microstructure gets denser as the volume fraction of nanomaterials increases. Research on durability issues indicates that the alumina–silicate determines the structural integrity of GP binders, exhibiting higher early age strength, reduced creep and shrinkage, and enhanced durability against hostile acids and sulphates. The primary carbonation and efflorescence reaction products for FA-based GPC are highly soluble Na₂CO₃ and K₂CO₃, which can increase the porosity of the concrete. Furthermore, it was found that deep residual networks and artificial neural network models were effective tools for predicting compressive strength, and the hybrid ensemble machine learning models outperformed conventional machine learning models. Reviewing large data might provide crucial information for the general use of FA-based GPC with suitable mechanical and durability features.

查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
粉煤灰基地聚合物的抗压强度和耐久性研究进展
采用地聚合物(一种无机无定形材料),减少了普通硅酸盐水泥(OPC)混凝土的二氧化碳排放,并增加了粉煤灰(FA)的使用。地聚合物混凝土(GPCs)作为水泥替代品具有很大的潜力,因为它们可以在恶劣环境下提供高的早期强度和抗冲击性。本文回顾了成分,养护制度,混合设计,预测模型,以及基于fa的GPC的耐久性问题,借鉴了最近可信的出版物。强调了微观结构对强度和耐久性参数的影响。讨论了近年来的一些尝试,如多层GPC-OPC的使用、浇注前地聚合物膏体的固化以及FA机械磨粉的影响。结果表明,随着纳米材料体积分数的增加,孔隙率降低,微观结构致密。对耐久性问题的研究表明,硅酸铝决定了GP粘结剂的结构完整性,表现出更高的早期强度,减少蠕变和收缩,并增强了对敌对酸和硫酸盐的耐久性。fa基GPC的初级碳化和风化反应产物是高可溶性的Na₂CO₃和K₂CO₃,可以增加混凝土的孔隙率。此外,深度残差网络和人工神经网络模型是预测抗压强度的有效工具,混合集成机器学习模型优于传统机器学习模型。回顾大数据可能为具有适当机械和耐久性特征的fa基GPC的普遍使用提供重要信息。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
Archives of Civil and Mechanical Engineering
Archives of Civil and Mechanical Engineering 工程技术-材料科学:综合
CiteScore
6.80
自引率
9.10%
发文量
201
审稿时长
4 months
期刊介绍: Archives of Civil and Mechanical Engineering (ACME) publishes both theoretical and experimental original research articles which explore or exploit new ideas and techniques in three main areas: structural engineering, mechanics of materials and materials science. The aim of the journal is to advance science related to structural engineering focusing on structures, machines and mechanical systems. The journal also promotes advancement in the area of mechanics of materials, by publishing most recent findings in elasticity, plasticity, rheology, fatigue and fracture mechanics. The third area the journal is concentrating on is materials science, with emphasis on metals, composites, etc., their structures and properties as well as methods of evaluation. In addition to research papers, the Editorial Board welcomes state-of-the-art reviews on specialized topics. All such articles have to be sent to the Editor-in-Chief before submission for pre-submission review process. Only articles approved by the Editor-in-Chief in pre-submission process can be submitted to the journal for further processing. Approval in pre-submission stage doesn''t guarantee acceptance for publication as all papers are subject to a regular referee procedure.
期刊最新文献
A multiphysics modeling and experimental framework for investigating dissimilar AA6061-copper friction stir welds Evolution mechanism of microstructure and its influence on mechanical properties of a nickel-based superalloys during solution treatment and aging process Characterization of GMAW processed AISI 304L-P92 dissimilar steel joints: microstructure-property correlation Synergistic enhancement of strength and ductility for plasma arc additive manufactured ultrahigh strength steel by a novel heat treatment The effects of asphalt emulsion and rubber fibers on the damping capacity of cement mortar: experiment and theory
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1