尖砂对水溶液中Pb(II)离子的优化吸附:Ann和RSM模型

C. Egwuatu, P. Okafor, J. Ndubuisi, P. C. Ezeagwu
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摘要

目的:研究以尖砂为吸附剂对模拟水体和恩尼格巴河水体中Pb离子的去除效果。研究设计:采用响应面法设计吸附实验。人工神经网络(ANN)也用于预测% Pb(II)的去除率。学习地点和时间:2012年6月至2023年6月,奥卡Nnamdi Azikiwe大学纯与工业化学系。方法:用水杨酸对尖砂进行改性,标记为SSM,并进行表征。通过改变吸附浓度、时间、pH和温度四个因素进行实验。吸附实验还进行了平衡等温线、动力学和热力学研究。结果:改性尖砂硅含量高。RSM和ANN预测Pb(II)的吸附效果较好,R2值> 0.9。最佳浓度、时间、pH、温度分别为0.0125mg/l、100sec、2、20℃。Langmuir等温线拟合较好,吸附为吸热吸附,∆H为正。吸附服从二级动力学。FTIR分析表明存在负责吸附的官能团。恩尼格巴河水铅离子轻度污染,浓度高于世卫组织标准。结论:该吸附剂对模拟水体和恩尼格巴河水体的金属离子去除率均在70%以上。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Optimized Adsorption of Pb(II) ION from Aqueous Solution Using Sharp Sand: Ann and RSM Modelling
Aim: This study was aimed at using sharp sand as an adsorbent to optimize the removal of Pb ionsfrom simulated water and water obtained from Enyigba River. Study Design: Adsorption experiment was designed using Response Surface Methodology (RSM). Artificial Neural Network (ANN) was also used to predict % Pb(II)removal. Place and Duration of Study: Department Of Pure and Industrial Chemistry, Nnamdi Azikiwe University, Awka, June 2012 to June 2023. Methodology: Sharp sand was modified with salicylic acid, noted as SSM and then characterized. Experiments were carried out by varying four adsorption factors: concentration, time, pH and temperature. Adsorption experiments were also done for equilibrium isotherm, kinetics and thermodynamic studies. Results: The modified sharp sand showed a high percentage of silicon. RSM and ANN predicted the sorption of Pb(II) well with R2 values > 0.9. The optimal values for concentration, time, pH and temperature are 0.0125mg/l, 100sec, 2, 20oC respectively. Langmuir isotherm gave the better fit and adsorption was endothermic with positive ∆H. Adsorption followed second-order kinetics. FTIR analysis showed the presence of functional groups that were responsible for adsorption. Enyigba River water is slightly polluted with lead ions with concentrations higher than WHO standard. Conclusion: The adsorbent was able to remove over 70% of the metal ions from both the simulated and Enyigba River water.
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