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Carboxymethyl cellulose improved adsorption capacity of polypyrrole/ CMC composite nanoparticles for removal of reactive dyes: Experimental optimization and DFT calculation

机译:羧甲基纤维素改善了聚吡咯/ CMC复合纳米粒子的吸附能力,用于去除反应性染料:实验优化和DFT计算

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摘要

In this study, polypyrrole/carboxymethyl cellulose nanocomposite particles (PPy/CMC NPs) were synthesized and applied for removal of reactive red 56 (RR56)and reactive blue 160 (RB160) as highly toxic dyes. The amount of CMC was found significantly effective on the surface adsorption efficiency. Different optimization methods including the genetic programming, response surface methodology, and artificial neural network (ANN) were used to optimize the effect of different parameters including pH, adsorption time, initial dye concentration and adsorbent dose. The maximum adsorption of RR56 and RB160 were found under the following optimum conditions: pH of 4 and 5, adsorption time of 55 min and 52 min for RR56 and RB160, respectively, initial dye concentration of 100 mg/L and adsorbent dose of 0.09 g for both dyes. were obtained for RR56 and RB160, respectively. Also, the results indicated that ANN method could predict the experimental adsorption data with higher accuracy than other methods. The analysis of ANN results indicated that the adsorbent dose is the main factor in RR56 removal, followed by time, pH and initial concentration, respectively. However, initial concentration mostly determines the RB160 removal process. The isotherm data for both dyes followed the Langmuir isotherm model with a maximum adsorption capacity of 104.9 mg/g and 120.7 mg/g for RR56 and RB160, respectively. In addition, thermodynamic studies indicated the endothermic adsorption process for both studied dyes. Moreover, DFT calculations were carried out to obtain more insight into the interactions between the dyes and adsorbent. The results showed that the hydrogen bondings and Van der Waals interactions are dominant forces between the two studied dyes and PPy/CMC composite. Furthermore, the interaction energies calculated by DFT confirmed the experimental adsorption data, where PPy/CMC resulted in higher removal of both dyes compared to PPy. The developed nanocomposite showed considerable reusability up to 3 cylces of the batch adsorption process. (C) 2020 Elsevier Ltd. All rights reserved.
机译:在该研究中,合成了聚吡咯/羧甲基纤维素纳米复合粒子(PPY / CMC NPS)并施加反应性红色56(RR56)和活性蓝160(RB160)作为高毒性染料。发现CMC的量显着有效地对表面吸附效率有效。包括遗传编程,响应面方法和人工神经网络(ANN)的不同优化方法用于优化不同参数,包括pH,吸附时间,初始染料浓度和吸附剂剂量的效果。在下列最佳条件下发现RR56和RB160的最大吸附:pH为4和5,RR56和RB160的55分钟和52分钟的吸附时间,初始染料浓度为100mg / L和0.09g的吸附剂量对于两种染料。分别获得RR56和RB160。此外,结果表明,ANN方法可以预测具有比其他方法更高的准确性的实验吸附数据。 ANN结果分析表明吸附剂剂量是RR56去除的主要因素,其次是时间,pH和初始浓度。然而,初始浓度主要决定了RB160去除过程。两种染料的等温数据分别跟随Langmuir等温模型,最大吸附容量为RR56和RB160的104.9mg / g和120.7mg / g。此外,热力学研究表明了研究两种染料的吸热吸附过程。此外,进行DFT计算以获得更高的洞察染料与吸附剂之间的相互作用。结果表明,氢键和范德瓦尔斯相互作用是两个研究染料和PPY / CMC复合材料之间的主力。此外,DFT计算的相互作用能证实了实验吸附数据,其中PPY / CMC导致与PPY相比,两种染料的去除较高。开发的纳米复合材料显示出相当多的可重用性,可重复使用高达3个批量吸附过程。 (c)2020 elestvier有限公司保留所有权利。

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