Applying bronzite mineral as a novel and effective magnetic catalyst for photo-Fenton reaction: Experimental design and machine learning

IF 4 3区 工程技术 Q2 ENGINEERING, CHEMICAL
Chemical Engineering Research & Design Pub Date : 2026-08-01 Epub Date: 2026-07-21 DOI:10.1016/j.cherd.2026.07.048
Dison Stracke Pfingsten Franco, Vitor Martins Pereira Blois, Matheus Londero da Costa, Wagner Jesus da Silva Garcia, Lúcio Strazzabosco Dorneles, Edson Luiz Foletto, Jivago Schumacher de Oliveira
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引用次数: 0

Abstract

This study investigates bronzite, an iron-rich orthopyroxene mineral, as a natural and cost-effective catalyst for the photo-Fenton degradation of amaranth dye in water. Bronzite powder's high Fe content, visible-light absorption (band gap of 2.48 eV), and magnetic recoverability were confirmed by XRD, FTIR, SEM/EDS, BET, DRS, and magnetic analysis. The optimal conditions for attaining 98.3% dye degradation and 64% TOC removal under visible-light irradiation were found to be pH 3, catalyst dosage of 1 g L⁻¹ , and 100 µg L⁻¹ H₂O₂ using a central composite rotational design (CCRD). Photogenerated holes (h⁺) are the predominant reactive species, whereas •OH and e⁻ have minor contributions, according to scavenger tests. The degradation profiles under various operating circumstances were accurately represented (R2>0.95) by a kinetic model linking adsorption–desorption and surface oxidation. Reaction intermediates were successfully predicted by machine learning (Random Forest), which supported a degradation route that began with azo bond cleavage and progressively oxidized aromatic fragments. Over the course of five reuse cycles, the catalyst remained highly active and showed no discernible ecotoxicity to Artemia salina. These findings show that bronzite is a stable, reusable, and eco-friendly natural catalyst with potential use in the photo-Fenton treatment of wastewater tainted with dyes.
应用青铜矿作为光-芬顿反应的新型有效磁性催化剂:实验设计和机器学习
本文研究了富铁的正辉石矿物铜铜矿作为光fenton降解水中苋菜染料的天然催化剂。通过XRD、FTIR、SEM/EDS、BET、DRS和磁性分析,证实了铜铁矿粉具有高铁含量、可见光吸收(能带隙为2.48 eV)和磁性可恢复性。在可见光照射下,获得98.3%染料降解率和64% TOC去除率的最佳条件是pH为3,催化剂用量为1 g L⁻¹ 和100 µg L⁻¹ H₂O₂,采用中心复合旋转设计。根据清除剂测试,光生洞(h⁺)是主要的活性物质,而•OH和e⁻的作用较小。通过吸附-解吸和表面氧化相结合的动力学模型,准确地描述了不同操作条件下的降解曲线(R2>0.95)。通过机器学习(Random Forest)成功预测了反应中间体,这支持了从偶氮键裂解和逐渐氧化芳香片段开始的降解途径。经过5次重复使用,该催化剂保持高活性,对盐碱蒿没有明显的生态毒性。这些发现表明,铜铜矿是一种稳定、可重复使用、环保的天然催化剂,在光fenton法处理染料污染废水中具有潜在的应用前景。
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来源期刊
Chemical Engineering Research & Design
Chemical Engineering Research & Design 工程技术-工程:化工
CiteScore
6.10
自引率
7.70%
发文量
623
审稿时长
42 days
期刊介绍: ChERD aims to be the principal international journal for publication of high quality, original papers in chemical engineering. Papers showing how research results can be used in chemical engineering design, and accounts of experimental or theoretical research work bringing new perspectives to established principles, highlighting unsolved problems or indicating directions for future research, are particularly welcome. Contributions that deal with new developments in plant or processes and that can be given quantitative expression are encouraged. The journal is especially interested in papers that extend the boundaries of traditional chemical engineering.
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