Ultrasonic Pulse Velocity and Mechanical and Physical Properties of Structural Geopolymer Concrete Containing Lightweight Expanded Clay Aggregates: Experimental and Computational Study

IF 2.6 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Arabian Journal for Science and Engineering Pub Date : 2024-06-06 DOI:10.1007/s13369-024-09102-6
Meysam Shahniani, Arash Sayari, Shahriar Shahbazpanahi, Mehrdad Masoudnejad
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Abstract

In the present study, the influence of adding lightweight expanded clay aggregate (LECA) and natural zeolite (NZ) on the geopolymer concrete (GPC) based on ground-granulated blast furnace slag (GGBS) was investigated in terms of density, water absorption, compressive and splitting tensile strengths, and ultrasonic pulse velocity (UPV) at ambient temperature. Two sizes of LECA as the replacement of course and fine aggregates ranging from 0 to 100% were used in order to examine their suitability to produce lightweight GPC (LWGPC). NZ was utilized as a binder in the GPC with up to 15% replacement of GGBS. Test results indicated that the density of GPC decreased and water absorption value was increased with higher LECA percentage, and this behaviour is observed for NZ addition with less intensity. Compressive strength of the lightweight GPC is extremely decreased from 5 to 20% by incorporation of NZ in place of GGBS. Results indicated that LWGPC with 100% LECA compared with the specimens without LECA can effectively decrease the tensile strength by about 50% and the reduction for NZ addition is approximately 15%. The experimental results show that the variation in splitting tensile strength, compressive strength, and UPV of LWGPC is significantly influenced by binder content. A machine learning-based model was created for the mixtures produced within the scope of the experimental study and equations generated from M5p model tree that represents a strong correlation between the actual and predicted values for splitting tensile and compressive strengths with more than 99% of accuracy.

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含轻质膨胀粘土骨料的结构性土工聚合物混凝土的超声波脉速及力学和物理性能:实验与计算研究
本文研究了轻质膨胀粘土骨料(LECA)和天然沸石(NZ)的掺入对高炉磨粒渣(GGBS)地聚合物混凝土(GPC)密度、吸水率、抗压和劈裂抗拉强度以及室温下超声脉冲速度(UPV)的影响。采用两种粒径的LECA替代粗粒料和0 ~ 100%细骨料,考察了其制备轻质GPC (LWGPC)的适用性。在GPC中,NZ被用作粘合剂,GGBS的替代率高达15%。实验结果表明,随着LECA含量的增加,GPC的密度降低,吸水值增加,而添加强度较低的NZ也有这种现象。通过加入NZ代替GGBS,轻质GPC的抗压强度从5%下降到20%。结果表明:与未添加LECA的LWGPC相比,添加100% LECA的LWGPC的抗拉强度有效降低约50%,添加NZ的LWGPC的抗拉强度降低约15%。实验结果表明,粘结剂含量对LWGPC的劈裂抗拉强度、抗压强度和UPV的变化有显著影响。我们为实验研究范围内产生的混合物创建了一个基于机器学习的模型,并从M5p模型树中生成了方程,该模型树代表了分裂拉伸和压缩强度的实际值和预测值之间的强相关性,准确率超过99%。
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来源期刊
Arabian Journal for Science and Engineering
Arabian Journal for Science and Engineering MULTIDISCIPLINARY SCIENCES-
CiteScore
5.70
自引率
3.40%
发文量
993
期刊介绍: King Fahd University of Petroleum & Minerals (KFUPM) partnered with Springer to publish the Arabian Journal for Science and Engineering (AJSE). AJSE, which has been published by KFUPM since 1975, is a recognized national, regional and international journal that provides a great opportunity for the dissemination of research advances from the Kingdom of Saudi Arabia, MENA and the world.
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