Electrochemical activation of alum sludge for the adsorption of lead (Pb(II)) and arsenic (As): Mechanistic insights and machine learning (ML) analysis

IF 9.7 1区 环境科学与生态学 Q1 AGRICULTURAL ENGINEERING
Hye-Bin Kim , Muhammad Fahad Ehsan , Akram N. Alshawabkeh , Jong-Gook Kim
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Abstract

Alum sludge (AlS) has emerged as an effective adsorbent for anionic contaminants, with traditional activation methods like acid/base treatments and calcination employed to enhance its adsorption capacity. However, these approaches encounter significant drawbacks, including excessive waste generation, structural degradation, and limited efficacy for cationic contaminants. To overcome these challenges, this study proposes electrochemical activation as a sustainable method to enhance alum sludge adsorption performance by generating oxygen-containing functional groups (O-FGs) on its surface. In particular, cathodic activated AlS (E-AlS) leads to the formation of hydroxyl (–OH) and carboxyl (–COOH) groups, which served as key active sites for Pb(II) adsorption through complexation mechanisms. E-AlS effectively removed both Pb(II) and As within 4 h, showcasing its dual functionality for cationic and anionic contaminants. While HCl- and KOH-activated AlS also achieved 100 % Pb(II) removal, they caused substantial aluminum (Al) leaching, exceeding 1,000 mg/L, due to structural instability. In contrast, E-AlS minimized Al leaching, preserved structural integrity, and exhibited a 6.5-fold higher Pb(II) adsorption capacity than raw AlS. X-ray photoelectron spectroscopy (XPS) and machine learning (ML) validated the enhanced adsorption performance of E-AlS. These findings highlight electrochemical activation as a cost-effective and environmentally friendly remediation.

Abstract Image

明矾污泥吸附铅(Pb(II))和砷(As)的电化学活化:机理见解和机器学习(ML)分析
明矾污泥已成为阴离子污染物的有效吸附剂,采用酸碱处理和煅烧等传统的活化方法来提高其吸附能力。然而,这些方法遇到了明显的缺点,包括产生过多的废物,结构降解,以及对阳离子污染物的功效有限。为了克服这些挑战,本研究提出了电化学活化作为一种可持续的方法,通过在明矾污泥表面产生含氧官能团(O-FGs)来提高其吸附性能。特别是,阴极活化的AlS (E-AlS)导致羟基(-OH)和羧基(-COOH)基团的形成,这是通过络合机制吸附Pb(II)的关键活性位点。E-AlS在4 h内有效去除Pb(II)和As,显示出其对阳离子和阴离子污染物的双重功能。虽然HCl-和koh -活化的AlS也可以100%去除Pb(II),但由于结构不稳定,它们会导致大量铝(Al)浸出,超过1,000 mg/L。相比之下,E-AlS最大限度地减少了Al浸出,保持了结构完整性,并表现出比原始Al高6.5倍的Pb(II)吸附能力。x射线光电子能谱(XPS)和机器学习(ML)验证了E-AlS的增强吸附性能。这些发现强调了电化学活化作为一种成本效益高、环境友好的修复方法。
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来源期刊
Bioresource Technology
Bioresource Technology 工程技术-能源与燃料
CiteScore
20.80
自引率
19.30%
发文量
2013
审稿时长
12 days
期刊介绍: Bioresource Technology publishes original articles, review articles, case studies, and short communications covering the fundamentals, applications, and management of bioresource technology. The journal seeks to advance and disseminate knowledge across various areas related to biomass, biological waste treatment, bioenergy, biotransformations, bioresource systems analysis, and associated conversion or production technologies. Topics include: • Biofuels: liquid and gaseous biofuels production, modeling and economics • Bioprocesses and bioproducts: biocatalysis and fermentations • Biomass and feedstocks utilization: bioconversion of agro-industrial residues • Environmental protection: biological waste treatment • Thermochemical conversion of biomass: combustion, pyrolysis, gasification, catalysis.
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