Development of low carbon concrete with high cement replacement ratio by multi-response optimization

Suliman Khan, Safat Al-Deen, Chi King Lee
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Abstract

This study develops three new Low Carbon Concrete (LCC) mix designs with characteristic cylinder compressive strengths of 32 MPa (C32), 25 MPa (C25), and 20 MPa (C20). By using a Taguchi design of experiment (T-DoE) model and combined it with Grey relational analysis (GRA) and Principal component analysis (PCA) for multi-response optimization, sixteen trial mixes employing supplementary cementitious materials (SCMs) to replace 80 % to 95 % of ordinary Portland cement (OPC) were tested. Three factors namely, OPC replacement percentage, ground granulated blast-furnace slag (GGBFS) to fly ash (FA) ratio, and silica fume (SF) to binder percentage were considered. Optimization results led to three LCC mix designs with 80 %, 85 %, and 90 % OPC replacement. Their compressive strength, split tensile strength, flexural strength, elastic modulus, and slump were evaluated. Confirmation tests showed that the 80 %, 85 % and 90 % OPC replacement mixes respectively satisfied requirements for C32, C25, and C20 concretes. Carbon footprint study showed that the LCC mixes led to significant reduction of carbon footprint when compared with OPC concrete. Finally, microstructure analysis was conducted to study in the microstructure characteristics of the LCCs.
多响应优化开发高水泥替代比低碳混凝土
本研究开发了三种新型低碳混凝土(LCC)配合比设计,其特征柱抗压强度分别为32 MPa (C32)、25 MPa (C25)和20 MPa (C20)。采用田口试验设计(T-DoE)模型,结合灰色关联分析(GRA)和主成分分析(PCA)进行多响应优化,采用补充胶凝材料(SCMs)替代80% ~ 95%普通硅酸盐水泥(OPC)的16种试验配合比进行了试验。考虑了OPC替代率、磨粒高炉渣(GGBFS)与粉煤灰(FA)的比、硅灰(SF)与粘结剂的比三个因素。优化结果产生了三种LCC混合设计,分别为80%、85%和90%的OPC替代。对其抗压强度、劈裂抗拉强度、抗弯强度、弹性模量和坍落度进行了评价。验证试验表明,80%、85%和90%的OPC替代配合比分别满足C32、C25和C20混凝土的要求。碳足迹研究表明,与OPC混凝土相比,LCC混合料的碳足迹显著减少。最后进行了微观结构分析,研究了lcc的微观结构特征。
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CiteScore
9.20
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