{"title":"Modeling and optimization of fly ash–slag-based geopolymer using response surface method and its application in soft soil stabilization","authors":"Keyu Chen , Dazhi Wu , Zilong Zhang , Chonggen Pan , Xinyuan Shen , Linling Xia , Jiawei Zang","doi":"10.1016/j.conbuildmat.2021.125723","DOIUrl":null,"url":null,"abstract":"<div><p>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.</p></div>","PeriodicalId":288,"journal":{"name":"Construction and Building Materials","volume":"315 ","pages":"Article 125723"},"PeriodicalIF":8.0000,"publicationDate":"2022-01-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"38","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Construction and Building Materials","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0950061821034577","RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"CONSTRUCTION & BUILDING TECHNOLOGY","Score":null,"Total":0}
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.
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.