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Prediction model of resistivity and compressive strength of waste LCD glass concrete

机译:废旧液晶玻璃混凝土的电阻率和抗压强度预测模型

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The purpose of this study is to establish a prediction model for the electrical resistivity (Er) of self-consolidating concrete by using waste LCD (liquid crystal display) glass as part of the fine aggregate and then, to analyze the results obtained from a series of laboratory tests. A hyperbolic function is used to perform nonlinear multivariate regression analysis of the electrical resistivity prediction model, with parameters such as water-binder ratio (w/b), curing age (t) and waste glass content (Go). Furthermore, the relationship of compressive strength and electrical resistivity of waste LCD glass concrete is also found by a logarithm function, while compressive strength is evaluated by the electrical resistivity of non-destructive testing (NDT). According to relative regression analysis, the electrical resistivity and compressive strength prediction models are developed, and the results show that a good agreement is obtained using the proposed prediction models. From the comparison between the predicted analysis values and test results, the MAPE value of electrical resistivity is 17.0-18.2% and less than 20%, the MAPE value of compressive strength evaluated by Er is 5.9-10.6% and nearly less than 10%. Therefore, the prediction models established in this study have good predictive ability for electrical resistivity and compressive strength of waste LCD glass concrete. However, further study is needed in regard to applying the proposed prediction models to other ranges of mixture parameters.
机译:这项研究的目的是通过使用废旧LCD(液晶显示器)玻璃作为细骨料的一部分,建立自固结混凝土电阻率(Er)的预测模型,然后分析一系列结果实验室测试。双曲函数用于执行电阻率预测模型的非线性多元回归分析,其参数包括水粘合剂比率(w / b),固化时间(t)和废玻璃含量(Go)。此外,废LCD玻璃混凝土的抗压强度与电阻率的关系还通过对数函数找到,而抗压强度则通过无损检测(NDT)的电阻率来评估。通过相对回归分析,建立了电阻率和抗压强度的预测模型,结果表明,所提出的预测模型具有良好的一致性。从预测分析值和测试结果之间的比较,电阻率的MAPE值为17.0-18.2%,小于20%,Er评估的抗压强度的MAPE值为5.9-10.6%,几乎小于10%。因此,本研究建立的预测模型对废旧液晶玻璃混凝土的电阻率和抗压强度具有良好的预测能力。但是,关于将建议的预测模型应用于其他范围的混合参数,还需要进一步研究。

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