Simultaneous removal of bisphenol S, carbamazepine, and clonazepam from water applying composites formed by titanium oxide and coconut shell-based material: statistical and AI-based approaches for real wastewater treatment.

IF 5.8 3区 环境科学与生态学 0 ENVIRONMENTAL SCIENCES
Marina M G Pastre, Deivisson Lopes Cunha, Rodrigo Coutinho, Sandra M Landi, Adriana M da Silva, Braulio S Archanjo, Alexei Kuznetsov, Marcia Marques
{"title":"Simultaneous removal of bisphenol S, carbamazepine, and clonazepam from water applying composites formed by titanium oxide and coconut shell-based material: statistical and AI-based approaches for real wastewater treatment.","authors":"Marina M G Pastre, Deivisson Lopes Cunha, Rodrigo Coutinho, Sandra M Landi, Adriana M da Silva, Braulio S Archanjo, Alexei Kuznetsov, Marcia Marques","doi":"10.1007/s11356-025-36925-z","DOIUrl":null,"url":null,"abstract":"<p><p>The removal of contaminants of emerging concern (CECs) from water is vital due to their persistence and harmful effects on ecosystems and human health. This study developed a titanium-coconut shell based minerals (Ti-CSM) composite for the simultaneous removal of bisphenol S (BPS), carbamazepine (CBZ), and clonazepam (CZP) from water. Carbon material produced with coconut shell-a low-cost biomass-was used as support for titanium oxide in varying mass/mass Ti/biomass ratios (25:75, 50:50, and 75:25), with the Materials being calcined at 400 °C and 600 °C. The response surface methodology with central composite rotatable design (RSM-CCRD) optimized pH (5-9), adsorbate/adsorbent ratio (2.5-7.5 mg g⁻<sup>1</sup>), and temperature (16-34 °C), while an artificial neural network (ANN) model was applied for performance prediction. The Ti-CSM 25:75 composite calcined at 600 °C achieved up to 99% removal for BPS and CZP, and 98.7% for CBZ under optimal conditions (pH 7.0, adsorbate/adsorbent ratio 2.5, and temperature 16 °C). Adsorption capacities reached 12.31 mg g⁻<sup>1</sup> (BPS), 8.02 mg g⁻<sup>1</sup> (CBZ), and 7.13 mg g⁻<sup>1</sup> (CZP). Kinetic studies followed a non-linear pseudo-second-order model, while Freundlich and Sips isotherms indicated monolayer adsorption. ANN model revealed higher predictive accuracy compared to RSM-CCRD (R<sup>2</sup> > 0.98 vs. R<sup>2</sup> > 0.85). Removal rates in ultrapure water exceeded 98%, while real wastewater treatment removed 89.5 ± 2.5%, 68.7 ± 1.9%, and 57.3 ± 2.0% of BPS, CBZ, and CZP, respectively. This result highlights the material's potential in treating complex matrices and lessens risks of environmental toxicity, particularly for an endocrine disruptor like BPS. By minimizing titanium use and leveraging a biomass precursor for contaminants adsorption, Ti-CSM composites offer a sustainable, efficient solution for CECs removal, showcasing the potential of biomass modification in eco-friendly water treatment.</p>","PeriodicalId":545,"journal":{"name":"Environmental Science and Pollution Research","volume":" ","pages":""},"PeriodicalIF":5.8000,"publicationDate":"2025-09-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Environmental Science and Pollution Research","FirstCategoryId":"93","ListUrlMain":"https://doi.org/10.1007/s11356-025-36925-z","RegionNum":3,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"0","JCRName":"ENVIRONMENTAL SCIENCES","Score":null,"Total":0}
引用次数: 0

Abstract

The removal of contaminants of emerging concern (CECs) from water is vital due to their persistence and harmful effects on ecosystems and human health. This study developed a titanium-coconut shell based minerals (Ti-CSM) composite for the simultaneous removal of bisphenol S (BPS), carbamazepine (CBZ), and clonazepam (CZP) from water. Carbon material produced with coconut shell-a low-cost biomass-was used as support for titanium oxide in varying mass/mass Ti/biomass ratios (25:75, 50:50, and 75:25), with the Materials being calcined at 400 °C and 600 °C. The response surface methodology with central composite rotatable design (RSM-CCRD) optimized pH (5-9), adsorbate/adsorbent ratio (2.5-7.5 mg g⁻1), and temperature (16-34 °C), while an artificial neural network (ANN) model was applied for performance prediction. The Ti-CSM 25:75 composite calcined at 600 °C achieved up to 99% removal for BPS and CZP, and 98.7% for CBZ under optimal conditions (pH 7.0, adsorbate/adsorbent ratio 2.5, and temperature 16 °C). Adsorption capacities reached 12.31 mg g⁻1 (BPS), 8.02 mg g⁻1 (CBZ), and 7.13 mg g⁻1 (CZP). Kinetic studies followed a non-linear pseudo-second-order model, while Freundlich and Sips isotherms indicated monolayer adsorption. ANN model revealed higher predictive accuracy compared to RSM-CCRD (R2 > 0.98 vs. R2 > 0.85). Removal rates in ultrapure water exceeded 98%, while real wastewater treatment removed 89.5 ± 2.5%, 68.7 ± 1.9%, and 57.3 ± 2.0% of BPS, CBZ, and CZP, respectively. This result highlights the material's potential in treating complex matrices and lessens risks of environmental toxicity, particularly for an endocrine disruptor like BPS. By minimizing titanium use and leveraging a biomass precursor for contaminants adsorption, Ti-CSM composites offer a sustainable, efficient solution for CECs removal, showcasing the potential of biomass modification in eco-friendly water treatment.

利用氧化钛和椰壳基材料复合材料同时去除水中的双酚S、卡马西平和氯硝西泮:用于实际废水处理的统计和人工智能方法。
从水中去除新出现的令人关注的污染物至关重要,因为它们对生态系统和人类健康具有持久性和有害影响。本研究开发了钛-椰子壳基矿物(Ti-CSM)复合材料,用于同时去除水中的双酚S (BPS)、卡马西平(CBZ)和氯硝西泮(CZP)。用椰子壳(一种低成本的生物质)生产的碳材料作为氧化钛的载体,以不同的质量/质量Ti/生物质比(25:75,50:50和75:25),材料在400°C和600°C下煅烧。响应面方法与中心复合旋转设计(RSM-CCRD)优化的pH值(5 - 9),被吸附物/吸附剂比(2.5 - -7.5毫克g⁻1)和温度(16-34°C),而人工神经网络(ANN)模型应用性能预测。在最佳条件下(pH 7.0,吸附剂/吸附剂比2.5,温度16℃),600℃煅烧的Ti-CSM 25:75复合材料对BPS和CZP的去除率可达99%,对CBZ的去除率可达98.7%。吸附量达到12.31 mg g毒血症(BPS), 8.02 mg g毒血症(CBZ)和7.13 mg g毒血症(CZP)。动力学研究遵循非线性伪二阶模型,而Freundlich和Sips等温线表明单层吸附。与RSM-CCRD模型相比,ANN模型的预测准确率更高(R2 > 0.98比R2 > 0.85)。超纯水对BPS、CBZ和CZP的去除率分别为89.5±2.5%、68.7±1.9%和57.3±2.0%。这一结果突出了该材料在处理复杂基质方面的潜力,并降低了环境毒性的风险,特别是对于像BPS这样的内分泌干扰物。通过最大限度地减少钛的使用,并利用生物质前体吸附污染物,Ti-CSM复合材料为去除CECs提供了可持续、高效的解决方案,展示了生物质改性在生态友好型水处理中的潜力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
CiteScore
8.70
自引率
17.20%
发文量
6549
审稿时长
3.8 months
期刊介绍: Environmental Science and Pollution Research (ESPR) serves the international community in all areas of Environmental Science and related subjects with emphasis on chemical compounds. This includes: - Terrestrial Biology and Ecology - Aquatic Biology and Ecology - Atmospheric Chemistry - Environmental Microbiology/Biobased Energy Sources - Phytoremediation and Ecosystem Restoration - Environmental Analyses and Monitoring - Assessment of Risks and Interactions of Pollutants in the Environment - Conservation Biology and Sustainable Agriculture - Impact of Chemicals/Pollutants on Human and Animal Health It reports from a broad interdisciplinary outlook.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信