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基于粉煤灰的地质聚合物吸附去除铜离子:田口方法和方差分析统计方法的工艺优化见解

Copper Ion Removal by Adsorption Using Fly Ash-Based Geopolymers: Process Optimization Insights from Taguchi and ANOVA Statistical Methods.

作者信息

Litu Loredana, Buema Gabriela, Mosoarca Giannin, Harja Maria

机构信息

Faculty of Chemical Engineering and Environmental Protection, "Gheorghe Asachi" Technical University of Iasi, 73 Prof. Dr. Docent D. Mangeron Str., 700050 Iasi, Romania.

National Institute of Research and Development for Technical Physics, 47 Mangeron Boulevard, 700050 Iasi, Romania.

出版信息

Materials (Basel). 2024 Aug 11;17(16):3992. doi: 10.3390/ma17163992.

Abstract

The present study aimed to use geopolymer materials synthesized from different fly ashes, which are promising for the adsorption of copper ions from aqueous solutions. The characterization of fly ashes and prepared adsorbents was performed by energy-dispersive X-ray spectroscopy (EDS) analysis, Brunauer-Emmett-Teller (BET) surface area analysis, and Scanning Electron Microscopy (SEM). Taguchi and ANOVA methods were used to predict the effect of different working parameters on copper ion removal by prepared geopolymers. Based on data obtained by the Taguchi method, it was found that the factor most influencing the adsorption process is the type of adsorbent used, followed by the solution pH, the reaction time, the adsorbent dose, and the initial copper ion concentration. The ANOVA results agree with the Taguchi method. The optimal conditions of the adsorption process were: fly ash C modified by direct activation with 2 M NaOH, at 70 °C for 4 h, solution pH of 5, initial pollutant concentration of 300 mg/L, 40 g/L adsorbent dose, and 120 min of reaction time. Copper ion removal efficiency was determined experimentally under optimal conditions, achieving a value of 99.71%.

摘要

本研究旨在使用由不同粉煤灰合成的地质聚合物材料,这些材料有望用于从水溶液中吸附铜离子。通过能量色散X射线光谱(EDS)分析、布鲁诺尔-埃米特-泰勒(BET)表面积分析和扫描电子显微镜(SEM)对粉煤灰和制备的吸附剂进行了表征。采用田口方法和方差分析方法来预测不同工作参数对制备的地质聚合物去除铜离子的影响。根据田口方法获得的数据,发现对吸附过程影响最大的因素是所用吸附剂的类型,其次是溶液pH值、反应时间、吸附剂剂量和初始铜离子浓度。方差分析结果与田口方法一致。吸附过程的最佳条件为:用2 M NaOH直接活化改性的粉煤灰C,在70°C下反应4 h,溶液pH值为5,初始污染物浓度为300 mg/L,吸附剂剂量为40 g/L,反应时间为120 min。在最佳条件下通过实验测定了铜离子去除效率,达到了99.71%。

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