Behaviour of high grade concrete with recycled refractory brick aggregates and alccofine: an experimental and machine leaning based evaluation

Q2 Engineering
Amgoth Rajender, Sakchi Sah, Kapildeo P. Yadav, Amiya K. Samanta
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引用次数: 0

Abstract

The extensive use of natural resources in construction and development projects across the globe poses serious environmental challenges and ecological imbalance and has led to the search for alternative construction materials. In view of this, the present study investigates performance of novel M40 grade concrete blend containing Portland Slag Cement, Alccofine as constant partial replacement (15%) for cement, and Recycled Refractory Brick (RRB) as a partial substitution for natural fine aggregate (10, 20, 30, 40, and 50%), with and without Polypropylene Fibre (PPF) (1% of binder content). The behaviour of the proposed concrete blend has been evaluated through destructive and non-destructive tests, including compressive strength, ultrasonic pulse velocity, rebound hammer, after 7 days and 28 days of normal water curing. To assess the microstructural integrity and the development of hydration products in the concrete matrix, scanning electron microscopy analysis has also been conducted. Experimental outcomes and microstructural evidence indicate that 40% RRB with 15% Alccofine as a binder replacement yielded optimal performance, followed by 30% RRB. The high pozzolanic activity of Alccofine and its fineness contribute to strength enhancement, while PPF Failure pattern observations and SEM analysis suggest improved crack-control capability and fiber-matrix interaction. The experimental compressive strength performance has also been validated using machine learning approaches. Among the proposed models, the random forest performed best. In the author's opinion, the proposed novel blend with moderate RRB and Alccofine produces eco-friendly M40-grade concrete while protecting natural resources and effectively utilizing waste.

含再生耐火砖骨料和乙醇的高等级混凝土的性能:基于实验和机器学习的评价
世界各国在建设和开发项目中大量使用自然资源,造成了严重的环境挑战和生态失衡,促使人们寻找替代建筑材料。鉴于此,本研究调查了新型M40级混凝土混合料的性能,该混合料含有波特兰矿渣水泥,乙醇精作为水泥的恒定部分替代(15%),再生耐火砖(RRB)作为天然细骨料的部分替代(10,20,30,40和50%),含和不含聚丙烯纤维(PPF)(粘合剂含量的1%)。通过破坏性和非破坏性试验,包括抗压强度、超声波脉冲速度、回弹锤、7天和28天正常水养护后的混凝土性能进行了评估。为了评估混凝土基质中微观结构的完整性和水化产物的发展,还进行了扫描电镜分析。实验结果和微观结构证据表明,40%的RRB和15%的alcofine作为粘合剂替代品获得了最佳性能,其次是30%的RRB。高火山灰活性及其细度有助于增强强度,而PPF破坏模式观察和SEM分析表明,裂纹控制能力和纤维-基质相互作用有所改善。实验抗压强度性能也使用机器学习方法进行了验证。在所提出的模型中,随机森林模型表现最好。笔者认为,在保护自然资源和有效利用废弃物的同时,本文提出的新型掺加适量的RRB和alcolfine的混凝土可生产环保型m40级混凝土。
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来源期刊
Asian Journal of Civil Engineering
Asian Journal of Civil Engineering Engineering-Civil and Structural Engineering
CiteScore
2.70
自引率
0.00%
发文量
121
期刊介绍: The Asian Journal of Civil Engineering (Building and Housing) welcomes articles and research contributions on topics such as:- Structural analysis and design - Earthquake and structural engineering - New building materials and concrete technology - Sustainable building and energy conservation - Housing and planning - Construction management - Optimal design of structuresPlease note that the journal will not accept papers in the area of hydraulic or geotechnical engineering, traffic/transportation or road making engineering, and on materials relevant to non-structural buildings, e.g. materials for road making and asphalt.  Although the journal will publish authoritative papers on theoretical and experimental research works and advanced applications, it may also feature, when appropriate:  a) tutorial survey type papers reviewing some fields of civil engineering; b) short communications and research notes; c) book reviews and conference announcements.
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