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AKW生物质及其胞外黑色素对Cr(VI)吸附的比较研究:结合平衡等温线、动力学研究和决策树建模的互补模型

A Comparative Study of Cr(VI) Sorption by AKW Biomass and Its Extracellular Melanin: Complementary Modeling with Equilibrium Isotherms, Kinetic Studies, and Decision Tree Modeling.

作者信息

Fakhry Hala, Ghoniem Abeer A, Al-Otibi Fatimah O, Helmy Yosra A, El Hersh Mohammed S, Elattar Khaled M, Saber WesamEldin I A, Elsayed Ashraf

机构信息

National Institute of Oceanography and Fisheries (NIOF), Cairo 11865, Egypt.

Department of Aquatic Environmental Science, Faculty of Fish Resources, Suez University, Suez 43518, Egypt.

出版信息

Polymers (Basel). 2023 Sep 14;15(18):3754. doi: 10.3390/polym15183754.

DOI:10.3390/polym15183754
PMID:37765609
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10537747/
Abstract

Melanin as a natural polymer is found in all living organisms, and plays an important role in protecting the body from harmful UV rays from the sun. The efficiency of fungal biomass () and its extracellular melanin as Cr(VI) biosorbents was comparatively considered. The efficiency of Cr(VI) biosorption by the two sorbents used was augmented up to 240 min. The maximum sorption capacities were 485.747 (fungus biomass) and 595.974 (melanin) mg/g. The practical data were merely fitted to both Langmuir and Freundlich isotherms. The kinetics of the biosorption process obeyed the pseudo-first-order. Melanin was superior in Cr(VI) sorption than fungal biomass. Furthermore, four independent variables (contact time, initial concentration of Cr(VI), biosorbent dosage, and pH,) were modeled by the two decision trees (DTs). Conversely, to equilibrium isotherms and kinetic studies, DT of fungal biomass had lower errors compared to DT of melanin. Lately, the DTs improved the efficacy of the Cr(VI) removal process, thus introducing complementary and alternative solutions to equilibrium isotherms and kinetic studies. The Cr(VI) biosorption onto the biosorbents was confirmed and elucidated through FTIR, SEM, and EDX investigations. Conclusively, this is the first report study attaining the biosorption of Cr(VI) by biomass of . and its extracellular melanin among equilibrium isotherms, kinetic study, and algorithmic decision tree modeling.

摘要

黑色素作为一种天然聚合物存在于所有生物体内,在保护身体免受太阳有害紫外线的伤害方面发挥着重要作用。比较了真菌生物质()及其细胞外黑色素作为六价铬生物吸附剂的效率。所使用的两种吸附剂对六价铬的生物吸附效率在240分钟内有所提高。最大吸附容量分别为485.747(真菌生物质)和595.974(黑色素)mg/g。实际数据仅符合朗缪尔等温线和弗伦德里希等温线。生物吸附过程的动力学符合准一级动力学。黑色素在六价铬吸附方面比真菌生物质更具优势。此外,通过两棵决策树(DTs)对四个自变量(接触时间、六价铬初始浓度、生物吸附剂用量和pH值)进行了建模。相反,与平衡等温线和动力学研究相比,真菌生物质的决策树误差低于黑色素的决策树。最近,决策树提高了六价铬去除过程的效率,从而为平衡等温线和动力学研究引入了补充性和替代性解决方案。通过傅里叶变换红外光谱(FTIR)、扫描电子显微镜(SEM)和能谱分析(EDX)研究证实并阐明了六价铬在生物吸附剂上的生物吸附。总之,这是第一份在平衡等温线、动力学研究和算法决策树建模中实现真菌生物质及其细胞外黑色素对六价铬生物吸附的报告研究。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ec27/10537747/7cc9cde2a7bb/polymers-15-03754-g012.jpg
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https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ec27/10537747/5283585ec6ca/polymers-15-03754-g003.jpg
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https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ec27/10537747/7cc9cde2a7bb/polymers-15-03754-g012.jpg

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