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羧甲基纤维素改善了聚吡咯/CMC 复合纳米粒子对活性染料的吸附能力:实验优化和 DFT 计算。

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

机构信息

Department of Chemical Engineering, Ilam University, Ilam, 69315-516, Iran; Nanotechnology Research Institute, Babol Noshirvani University of Technology, Shariati Ave., Babol, Iran.

Department of Chemical and Biomolecular Engineering, National University of Singapore, 4 Engineering Drive 4, Singapore, 117585, Singapore; Institute of Materials Research and Engineering (IMRE), The Agency for Science, Technology and Research (A∗STAR), 2 Fusionopolis Way, #08-03, Innovis, 138634, Singapore.

出版信息

Chemosphere. 2020 Sep;255:127052. doi: 10.1016/j.chemosphere.2020.127052. Epub 2020 May 11.

Abstract

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.

摘要

在这项研究中,合成了聚吡咯/羧甲基纤维素纳米复合材料颗粒(PPy/CMC NPs),并将其用于去除高毒性染料活性红 56(RR56)和活性蓝 160(RB160)。发现 CMC 的用量对表面吸附效率有显著影响。使用不同的优化方法,包括遗传编程、响应面法和人工神经网络(ANN),优化了不同参数的影响,包括 pH 值、吸附时间、初始染料浓度和吸附剂剂量。在以下最佳条件下,RR56 和 RB160 的最大吸附量分别为:pH 值为 4 和 5,吸附时间分别为 55 min 和 52 min,初始染料浓度分别为 100 mg/L 和吸附剂剂量分别为 0.09 g。分别为 RR56 和 RB160 获得。此外,结果表明,ANN 方法可以比其他方法更准确地预测实验吸附数据。ANN 结果分析表明,在 RR56 去除过程中,吸附剂剂量是主要因素,其次是时间、pH 值和初始浓度。然而,初始浓度主要决定 RB160 的去除过程。两种染料的等温线数据均符合朗缪尔等温线模型,RR56 和 RB160 的最大吸附容量分别为 104.9 mg/g 和 120.7 mg/g。此外,热力学研究表明,两种研究染料的吸附过程均为吸热过程。此外,还进行了 DFT 计算以更深入地了解染料与吸附剂之间的相互作用。结果表明,氢键和范德华相互作用是两种研究染料与 PPy/CMC 复合材料之间的主要作用力。此外,DFT 计算得到的相互作用能证实了实验吸附数据,其中 PPy/CMC 对两种染料的去除率均高于 PPy。所开发的纳米复合材料在批处理吸附过程中经过 3 次循环后仍具有相当的可重复使用性。

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