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壳聚糖和磁性铁纳米粒子对天然粘土铬吸附行为的影响:自适应神经模糊推理建模。

Influence of chitosan and magnetic iron nanoparticles on chromium adsorption behavior of natural clay: Adaptive neuro-fuzzy inference modeling.

机构信息

Faculty of Chemical and Petroleum Engineering, University of Tabriz, Tabriz 5166616471, Iran.

Polymer Research Laboratory, Department of Organic and Biochemistry, Faculty of Chemistry, University of Tabriz, Tabriz, Iran.

出版信息

Int J Biol Macromol. 2020 May 15;151:355-365. doi: 10.1016/j.ijbiomac.2020.02.202. Epub 2020 Feb 19.

Abstract

In the current study, the influence of iron oxide nanoparticles and chitosan (CS) on the adsorption capacity of natural clay for chromium removal from aqueous media was explored. Clay-based adsorbents (clay, CS/Clay, Clay/FeO, and CS/Clay/FeO) were manufactured and their physicochemical properties were identified. The effects of operating factors on the adsorption efficiency were optimized. The results showed that the adsorption equilibrium data for the clay, CS/Clay, and Clay/FeO corresponds to the Langmuir model, while for the CS/Clay/FeO is consistent with the Freundlich model. The maximum adsorption capacity (q) of Cr(VI) using clay, CS/Clay, Clay/FeO and CS/Clay/FeO were 63.69 mg/g, 80.30 mg/g, 97.08 mg/g, and 117.64 mg/g, respectively. It was showed that the addition of chitosan and FeO magnetic nanoparticles to the clay increases its adsorption capacity. The values of ΔG° and ΔH° parameter for Cr adsorption using adsorbents were negative, indicating that the removal process is spontaneous and exothermic. The kinetic behavior obeyed the pseudo-second-order model. The chromium removal process using all the adsorbents had a two-step mechanism. The wastewater of a leather factory was effectively treated using clay based-adsorbents. Based on R, MSE, SSE, and ARE values, good agreement was observed between the ANFIS model and experimental outcomes.

摘要

在当前的研究中,探讨了氧化铁纳米粒子和壳聚糖(CS)对天然粘土从水介质中去除铬的吸附能力的影响。制造了基于粘土的吸附剂(粘土、CS/粘土、粘土/FeO 和 CS/粘土/FeO),并确定了它们的物理化学性质。优化了操作因素对吸附效率的影响。结果表明,粘土、CS/粘土和 Clay/FeO 的吸附平衡数据符合朗缪尔模型,而 CS/Clay/FeO 符合 Freundlich 模型。使用粘土、CS/粘土、粘土/FeO 和 CS/粘土/FeO 吸附 Cr(VI) 的最大吸附容量(q)分别为 63.69mg/g、80.30mg/g、97.08mg/g 和 117.64mg/g。结果表明,向粘土中添加壳聚糖和 FeO 磁性纳米粒子会增加其吸附能力。使用吸附剂吸附 Cr 的 ΔG°和 ΔH°参数值为负,表明去除过程是自发的和放热的。动力学行为符合伪二阶模型。使用所有吸附剂的铬去除过程具有两步机制。使用基于粘土的吸附剂有效处理了皮革厂废水。基于 R、MSE、SSE 和 ARE 值,ANFIS 模型与实验结果之间观察到良好的一致性。

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