Development of eco-efficient limestone calcined clay cement (LC3) mortars by a multi-step experimental design

IF 3.7 2区 化学 Q2 AUTOMATION & CONTROL SYSTEMS
Guilherme Ascensão , Emanuele Farinini , Victor M. Ferreira , Riccardo Leardi
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引用次数: 0

Abstract

Calcined clays and calcium carbonates can be used to reduce clinker factor in blended cements, offering significant economic and environmental benefits. Limestone calcined clay cements (LC3) combine them as supplementary cementitious materials (SCMs) for delivering a sustainable alternative to conventional Ordinary Portland Cement products, with envisioned applications in construction and rehabilitation of historical buildings.

This study reports a chemometric approach to the development of LC3 mortars, targeting to minimize clinker content while maintaining or improving the technical characteristics. To evaluate their performance, apparent density, modulus of elasticity, open porosity, water absorption, flexural and compressive strength have been considered as responses. Multiple Linear Regression (MLR) and Principal Component Analysis (PCA) were employed in a three-step mixture-process design allowing to obtain LC3 mixtures with a 21 wt% reduction in clinker while achieving notable enhancements in the physical properties (open porosity −9% and water absorption −10 %), along with commendable increases in compressive strength (+17 %) when compared to benchmark mortars produced without SCMs. The successful integration of multivariate techniques in designing sustainable building materials is showcased, highlighting the potential of chemometric methodologies to reduce the environmental impact as well as to increase the performance of building materials.

通过多步骤实验设计开发生态高效的石灰石煅烧粘土水泥(LC3)砂浆
煅烧粘土和碳酸钙可用于降低混合水泥中的熟料系数,带来显著的经济和环境效益。石灰石煅烧粘土水泥(LC3)将它们结合在一起作为补充胶凝材料(SCMs),为传统的普通波特兰水泥产品提供了一种可持续的替代品,有望应用于历史建筑的建造和修复。为评估其性能,表观密度、弹性模量、空隙率、吸水率、抗弯强度和抗压强度被视为响应。在三步混合物工艺设计中采用了多元线性回归(MLR)和主成分分析(PCA),从而获得了 LC3 混合物,与不使用 SCM 生产的基准砂浆相比,熟料含量减少了 21%,同时物理性能显著提高(空隙率降低 9%,吸水率降低 10%),抗压强度也有了可喜的提高(+17%)。展示了多元技术在设计可持续建筑材料方面的成功整合,突出了化学计量学方法在减少环境影响和提高建筑材料性能方面的潜力。
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来源期刊
CiteScore
7.50
自引率
7.70%
发文量
169
审稿时长
3.4 months
期刊介绍: Chemometrics and Intelligent Laboratory Systems publishes original research papers, short communications, reviews, tutorials and Original Software Publications reporting on development of novel statistical, mathematical, or computer techniques in Chemistry and related disciplines. Chemometrics is the chemical discipline that uses mathematical and statistical methods to design or select optimal procedures and experiments, and to provide maximum chemical information by analysing chemical data. The journal deals with the following topics: 1) Development of new statistical, mathematical and chemometrical methods for Chemistry and related fields (Environmental Chemistry, Biochemistry, Toxicology, System Biology, -Omics, etc.) 2) Novel applications of chemometrics to all branches of Chemistry and related fields (typical domains of interest are: process data analysis, experimental design, data mining, signal processing, supervised modelling, decision making, robust statistics, mixture analysis, multivariate calibration etc.) Routine applications of established chemometrical techniques will not be considered. 3) Development of new software that provides novel tools or truly advances the use of chemometrical methods. 4) Well characterized data sets to test performance for the new methods and software. The journal complies with International Committee of Medical Journal Editors'' Uniform requirements for manuscripts.
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