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利用食品废物提取物生物合成的氧化锌纳米粒子处理印刷油墨废水实际样品的有效性; 采用前馈神经网络 (FFNN) 的预测模型。

Validity of zinc oxide nanoparticles biosynthesized in food wastes extract in treating real samples of printing ink wastewater; prediction models using feed-forward neural network (FFNN).

机构信息

Micropollutant Research Centre (MPRC), Institute of Integrated Engineering, Universiti Tun Hussein Onn Malaysia, 86400, Parit Raja, Batu Pahat, Johor, Malaysia.

Global Centre for Environmental Remediation (GCER), University of Newcastle and CRC for Contamination Assessment and Remediation of the Environment (crcCARE), Newcastle, Australia.

出版信息

Chemosphere. 2024 Aug;362:142793. doi: 10.1016/j.chemosphere.2024.142793. Epub 2024 Jul 5.

DOI:10.1016/j.chemosphere.2024.142793
PMID:38972458
Abstract

In the present study, biosynthesized ZnO nanoparticles in food wastewater extract (FWEZnO NPs) was used in the photocatalytic degradation of real samples of printing ink wastewater. FWEZnO NPs were prepared using green synthesis methods using a composite food waste sample (2 kg) consisted of rice 30%, bread 20 %, fruits 10 %, chicken 10 %, lamb 10%, and vegetable 20%. The photocatalysis process was optimized using response surface methodology (RSM) as a function of time (15-180 min), pH 2-10 and FWEZnO NP (20-120 mg/100 mL), while the print ink effluent after each treatment process was evaluated using UV-Vis-spectrophotometer. The behaviour of printing ink wastewater samples for photocatalytic degradation and responses for independent factors were simulated using feed-forward neural network (FFNN). FWEZnO NPs having 62.48 % of the purity with size between 18 and 25 nm semicrystalline nature. The main functional groups were -CH, CH, and -OH, while lipid, carbon-hydrogen stretching, and amino acids were the main component in FWEZnO NP, which contributed to the adsorption of ink in the initial stage of photocatalysis. The optimal conditions for printing ink wastewater were recorded after 17 min, at pH 9 and with 20 mg/100 mL of FWEZnO NPs, at which the decolorization was 85.62 vs. 82.13% of the predicted and actual results, respectively, with R of 0.7777. The most significant factor in the photocatalytic degradation was time and FWEZnO NPs. The FFNN models revealed that FWEZnO NPs exhibit consistency in the next generation of data (large-scale application) with an low errors (R 0.8693 with accuracy of 82.89%). The findings showing a small amount of catalyst is needed for effective breakdown of dyes in real samples of printing ink wastewater.

摘要

在本研究中,使用从食品废水中提取的生物合成氧化锌纳米粒子(FWEZnO NPs)来光催化降解实际的印刷油墨废水样品。FWEZnO NPs 是使用绿色合成方法,以 2 公斤的复合食品废物样品(包括 30%的米饭、20%的面包、10%的水果、10%的鸡肉、10%的羊肉和 20%的蔬菜)为原料制备的。光催化过程通过响应面法(RSM)作为时间(15-180 分钟)、pH 值(2-10)和 FWEZnO NP(20-120 毫克/100 毫升)的函数进行优化,而每次处理后的油墨废水均使用紫外-可见分光光度计进行评估。使用前馈神经网络(FFNN)模拟印刷油墨废水的光催化降解行为和独立因素的响应。FWEZnO NPs 的纯度为 62.48%,粒径在 18 到 25nm 之间,具有半结晶性质。主要的官能团为-CH、CH 和-OH,而脂质、碳氢拉伸和氨基酸是 FWEZnO NP 的主要成分,这有助于在光催化的初始阶段吸附油墨。在 pH 值为 9,FWEZnO NPs 浓度为 20mg/100mL 的最佳条件下,印刷油墨废水的脱色率为 85.62%,预测值和实际值分别为 82.13%,R 值为 0.7777。光催化降解中最重要的因素是时间和 FWEZnO NPs。FFNN 模型表明,FWEZnO NPs 在下一代数据(大规模应用)中具有一致性,误差较小(R 为 0.8693,准确率为 82.89%)。研究结果表明,在实际的印刷油墨废水中,只需要少量的催化剂就可以有效地分解染料。

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