Modeling and optimization of fly ash–slag-based geopolymer using response surface method and its application in soft soil stabilization

IF 8 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY
Keyu Chen , Dazhi Wu , Zilong Zhang , Chonggen Pan , Xinyuan Shen , Linling Xia , Jiawei Zang
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引用次数: 38

Abstract

Quantitatively optimizing critical factors for geopolymer production and explaining the interaction effects between each factor are significant for engineering applications. A three-level Box–Behnken design of response surface methodology was applied to optimize the fly ash–slag-based geopolymer paste (17 experimental mixture) and the main factors selected for the investigation were alkali equivalent, activator modulus, and slag replacement ratio to achieve maximum compressive strength. The results were fitted with the quadratic polynomial equation using multiple regression analysis and the model provided an accurate and reliable fit to the factual data. Afterward, this study investigates the use of optimized paste as a sustainable stabilizer (grouting reinforcement method) for improving the mechanical performance of soft soil in Hangzhou, China. By studying the compressive strength of stabilized soil with various stabilizer content (8%–14%), curing age (0–28 days), and moisture content (30%–60%), the effects of these preparation parameters were evaluated. Moreover, the quasi-water–cement ratio was introduced to predict the stabilized soil’s strength development and a corresponding empirical formula (correlation coefficient of 0.98) was proposed. The changes in microstructure, mineral phase, and molecule bonds were investigated using the XRD, FTIR, and FESEM, respectively. The results reveal that the decrease in the initial moisture content and increase in geopolymer inclusion have several improvement effects on curing strength. The geopolymer gel structure gradually formed, binding soil particles together with the new hydration product formation after curing, and the final stabilized soil was presented to have a more compact and strong microstructure.

基于响应面法的粉煤灰-矿渣基地聚合物建模优化及其在软土稳定中的应用
定量优化影响地聚合物生产的关键因素并解释各因素之间的相互作用对工程应用具有重要意义。采用响应面法的三层Box-Behnken设计对粉煤灰-矿渣基地聚合物膏体(17种试验混合物)进行优化,选取碱当量、活化剂模量和换渣比作为主要考察因素,以实现最大抗压强度。采用多元回归分析方法对结果进行二次多项式拟合,模型与实际数据拟合准确可靠。随后,本研究对优化后的膏体作为可持续稳定剂(注浆加固法)改善中国杭州软土力学性能进行了研究。通过研究不同稳定剂掺量(8% ~ 14%)、养护龄期(0 ~ 28天)、含水率(30% ~ 60%)下稳定土的抗压强度,评价不同制备参数对稳定土抗压强度的影响。并引入准水灰比预测稳定土的强度发展,提出了相应的经验公式(相关系数为0.98)。采用XRD、FTIR和FESEM分别研究了其微观结构、矿物相和分子键的变化。结果表明,降低初始含水率和增加地聚合物包裹体对固化强度有一定的改善作用。地聚合物凝胶结构逐渐形成,将土颗粒与固化后形成的新的水化产物结合在一起,最终稳定的土具有更致密、更强的微观结构。
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来源期刊
Construction and Building Materials
Construction and Building Materials 工程技术-材料科学:综合
CiteScore
13.80
自引率
21.60%
发文量
3632
审稿时长
82 days
期刊介绍: Construction and Building Materials offers an international platform for sharing innovative and original research and development in the realm of construction and building materials, along with their practical applications in new projects and repair practices. The journal publishes a diverse array of pioneering research and application papers, detailing laboratory investigations and, to a limited extent, numerical analyses or reports on full-scale projects. Multi-part papers are discouraged. Additionally, Construction and Building Materials features comprehensive case studies and insightful review articles that contribute to new insights in the field. Our focus is on papers related to construction materials, excluding those on structural engineering, geotechnics, and unbound highway layers. Covered materials and technologies encompass cement, concrete reinforcement, bricks and mortars, additives, corrosion technology, ceramics, timber, steel, polymers, glass fibers, recycled materials, bamboo, rammed earth, non-conventional building materials, bituminous materials, and applications in railway materials.
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