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Prediction total specific pore volume of geopolymers produced from waste ashes by ANFIS

机译:通过ANFIS预测由废灰产生的地质聚合物的总比孔容

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摘要

In the present work, total specific pore volume of geopolymers which made from a mixture of fly ash and rice husk bark ash has been predicted by adaptive network-based fuzzy inference systems (ANFIS). Different specimens were subjected to porosimetry tests at 7 and 28 days of curing. One set of the specimens were water cured at room temperature until reaching to 7 and 28 days and the other sets were oven cured for 36 h at the range of 40-90 °C and then water cured at room temperature until 7 and 28 days. To build the model, training and testing were conducted by using experimental results from 120 specimens. According to the input parameters in the ANFIS models, the pore volume of each specimen was predicted. The training and testing results in the ANFIS models showed a strong potential for predicting the total specific pore volume of the geopolymeric specimens in the considered range.
机译:在目前的工作中,已经通过基于自适应网络的模糊推理系统(ANFIS)预测了由粉煤灰和稻壳树皮灰的混合物制成的地聚合物的总比孔容。在固化的第7天和第28天对不同的样品进行孔隙率测试。一组样品在室温下水固化直至达到7和28天,另一组样品在40-90°C的范围内烘箱固化36 h,然后在室温下水固化直到7和28天。为了建立模型,使用120个样本的实验结果进行了训练和测试。根据ANFIS模型中的输入参数,可以预测每个样品的孔体积。 ANFIS模型中的训练和测试结果显示出在预测范围内预测地质聚合物标本的总比孔容的强大潜力。

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