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Accurate strength prediction models of ordinary concrete using early-age complex permittivity

机译:利用早期复杂介电常数的普通混凝土精确强度预测模型

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摘要

Early determination of correct cement dosage for concrete mixes and prediction of their compressive strengths are very valuable in construction industry. This article presents a few compressive-strength prediction models for ordinary concrete using early-age measurements of relative complex permittivity. Both the dielectric constant and loss factor of the first-seven-day concrete with four types of mix proportions were measured for building the mathematical models composed of exponential functions at 6 GHz, whereas the measured dielectric data at 28 d were used for model validations. The proposed models not only have high regression accuracy with R-2-values of greater than 0.97 but also the low prediction errors of within 10%, which significantly outperform the existing models of the same kind. Through Cole-Cole plot analysis, this article reveals an interesting finding that a minimum loss factor was located at 3 GHz regardless of the age of concrete, which would be useful for wireless network design and planning inside a building. The average loss tangents of various concrete mixes have also been verified to have the same value (similar to 0.33) regardless of concrete age, which explains the confidence in use of early-age dielectric properties. Moreover, this article also initiates a precise prediction method of using loss factor and dielectric constant simultaneously in a 3-dimensional plot, wherein no explicit mathematical model is required.
机译:早期测定混凝土混合物的正确水泥剂量和它们的抗压强度预测在建筑业中非常有价值。本文呈现了使用相对复杂介电常数的早期测量的普通混凝土的一些压缩强度预测模型。测量具有四种混合比例的前七天混凝土的介电常数和损耗因子,用于构建由6 GHz的指数函数组成的数学模型,而28 d处测量的电介质数据用于模型验证。所提出的型号不仅具有高于0.97的R-2值的高回归精度,而且还有10%内的低预测误差,这显着优于现有的同类模型。通过COLE-COLE PLOT分析,本文揭示了一个有趣的发现,即最小的损失因子位于3 GHz,无论混凝土的年龄如何,这对于在建筑物内无线网络设计和规划有用。无论混凝土年龄如何,还验证了各种混凝土混合物的平均损耗切线以具有相同的价值(类似于0.33),这解释了利用早期介电性能的置信度。此外,本文还启动了在三维图中同时使用损耗因子和介电常数的精确预测方法,其中不需要显式数学模型。

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