A comprehensive study on the mechanical properties of natural fiber reinforced stabilized rammed earth using experimental and data-driven fuzzy logic-based analysis

Aryan Baibordy, Mohammad Yekrangnia, Saeed Ghaffarpour Jahromi
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Abstract

This study investigated the mechanical properties of rammed earth (RE) stabilized with cement or lime and reinforced with straw. Specifically, the compressive and tensile strengths of 15 different mix designs were analyzed, including unstabilized RE, RE stabilized with lime or cement (at 4 % and 8 % by weight of soil), and RE reinforced with straw (at 0.5 % and 1.0 % by weight of soil), along with various combinations of stabilized and unstabilized RE reinforced with straw. Mechanical properties were further assessed through ultrasonic testing and scanning electron microscopy (SEM). Additionally, a data-driven fuzzy logic model was developed to estimate the mechanical properties of RE, addressing a key gap in the application of fuzzy logic to RE construction. The results showed that stabilizing RE with cement and lime increased its 28-day dry compressive strength by 365 % to 640 % and 109 % to 237 %, respectively. The addition of straw generally reduced compressive strength. The stress–strain curves indicated that the elastic modulus of RE stabilized with cement and lime increased by up to 350 % and 11 %, respectively. The 28-day dry tensile strength of the samples ranged from 0.17 to 0.56 MPa. Furthermore, the addition of stabilizers improved tensile strength by approximately 88 % to 224 %, while straw enhanced the tensile strength of unstabilized RE by about 35 %. Ultrasonic and SEM analyses provided valuable insights into the mechanical properties of RE. Additionally, the fuzzy logic model proved useful, yielding satisfactory results in predicting the properties of RE, particularly when using the centroid defuzzification method. The study concluded that RE materials when properly cured and effectively stabilized with cement, lime, and straw, can achieve acceptable mechanical properties and offer sustainable benefits.
基于实验和数据驱动的模糊逻辑分析方法对天然纤维增强夯土的力学性能进行了综合研究
研究了水泥、石灰稳定、秸秆加固夯土的力学性能。具体来说,分析了15种不同混合设计的抗压和抗拉强度,包括不稳定的RE,石灰或水泥稳定的RE(土壤重量的4%和8%),稻草加固的RE(土壤重量的0.5%和1.0%),以及稻草加固的稳定和不稳定的RE的各种组合。通过超声检测和扫描电镜(SEM)进一步评估了材料的力学性能。此外,开发了一个数据驱动的模糊逻辑模型来估计可再生能源的力学性能,解决了模糊逻辑在可再生能源构建中应用的关键空白。结果表明,水泥和石灰稳定稀土的28天干抗压强度分别提高了365% ~ 640%和109% ~ 237%。秸秆的加入一般会降低抗压强度。应力-应变曲线表明,水泥和石灰稳定稀土的弹性模量分别提高了350%和11%。样品的28天干抗拉强度范围为0.17 ~ 0.56 MPa。此外,稳定剂的加入使稀土的抗拉强度提高了约88%至224%,而秸秆使不稳定稀土的抗拉强度提高了约35%。超声和扫描电镜分析为稀土的力学性能提供了有价值的见解。此外,模糊逻辑模型被证明是有用的,在预测稀土的性能方面取得了令人满意的结果,特别是当使用质心去模糊化方法时。研究得出结论,当可再生能源材料经过适当的固化并与水泥、石灰和稻草有效稳定时,可以获得可接受的力学性能并提供可持续的效益。
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