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低成本生物炭对诺氟沙星的高效吸附:性能、机制及机器学习辅助理解

Highly Efficient Adsorption of Norfloxacin by Low-Cost Biochar: Performance, Mechanisms, and Machine Learning-Assisted Understanding.

作者信息

Zhang Miaomiao, Li Pengwei, Guo Dong, Zhao Ziheng, Feng Weisheng, Zhang Zhijuan

机构信息

College of Pharmacy, Henan University of Chinese Medicine, Zhengzhou 450046, China.

Institute of Mass Spectrometer and Atmospheric Environment, Jinan University, Guangzhou 510632, China.

出版信息

ACS Omega. 2024 Jul 5;9(28):30813-30825. doi: 10.1021/acsomega.4c03496. eCollection 2024 Jul 16.

DOI:10.1021/acsomega.4c03496
PMID:39035892
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11256322/
Abstract

This study employed potassium carbonate (KCO) activation using ball milling in conjunction with pyrolysis to produce biochar from one traditional Chinese herbal medicine L. (ABL) residue. The resulting biochar KBC was found to possess a high specific surface area ( = 1638 m/g) and pore volume (1.07 cm/g), making it effective for removing norfloxacin (NOR) from wastewater. Batch adsorption tests confirmed its effectiveness in eliminating NOR, along with its excellent resistance to interference from impurity ions or antibiotics. Notably, the maximum experimental NOR adsorption capacity on KBC was 666.2 mg/g at 328 K, surpassing those of other biochar materials reported. The spontaneous and endothermic adsorption of NOR on KBC could be better suited to the Sips model. Additionally, KBC adsorbs NOR mainly by pore filling, with electrostatic attraction, π-π EDA interactions, and hydrogen bonds also contributing significantly. The machine learning model revealed that NOR adsorption on the biochar was significantly affected by the initial concentration, followed by and average pore size. Based on the random forest model, it is demonstrated that biochar is able to adsorb NOR effectively. It is noteworthy that the use of low-cost pharmaceutical wastes to produce adsorbents for emerging contaminants such as antibiotics could have greater potential for future practical applications under the ongoing dual carbon policy.

摘要

本研究采用球磨结合热解的方法,利用碳酸钾(KCO)活化,从一种传统中草药残渣(ABL)中制备生物炭。结果发现,所得生物炭KBC具有较高的比表面积( = 1638 m/g)和孔容(1.07 cm/g),使其对废水中诺氟沙星(NOR)的去除具有良好效果。批次吸附试验证实了其去除NOR的有效性,以及对杂质离子或抗生素干扰的优异抗性。值得注意的是,在328 K时,KBC对NOR的最大实验吸附容量为666.2 mg/g,超过了其他已报道的生物炭材料。NOR在KBC上的自发吸热吸附更符合Sips模型。此外,KBC吸附NOR主要通过孔隙填充,静电吸引、π-π EDA相互作用和氢键也起了重要作用。机器学习模型显示,生物炭对NOR的吸附受初始浓度影响显著,其次是 和平均孔径。基于随机森林模型,证明了生物炭能够有效吸附NOR。值得注意的是,在当前的双碳政策下,利用低成本的制药废料生产用于去除抗生素等新兴污染物的吸附剂,在未来实际应用中可能具有更大潜力。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/02c5/11256322/3bf35d06ba7d/ao4c03496_0006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/02c5/11256322/abdb69d30ced/ao4c03496_0001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/02c5/11256322/82c3f473ff06/ao4c03496_0002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/02c5/11256322/32b773f533ee/ao4c03496_0003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/02c5/11256322/cb55c677853c/ao4c03496_0004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/02c5/11256322/2e7340fc4fc1/ao4c03496_0005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/02c5/11256322/3bf35d06ba7d/ao4c03496_0006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/02c5/11256322/abdb69d30ced/ao4c03496_0001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/02c5/11256322/82c3f473ff06/ao4c03496_0002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/02c5/11256322/32b773f533ee/ao4c03496_0003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/02c5/11256322/cb55c677853c/ao4c03496_0004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/02c5/11256322/2e7340fc4fc1/ao4c03496_0005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/02c5/11256322/3bf35d06ba7d/ao4c03496_0006.jpg

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