Marina M G Pastre, Deivisson Lopes Cunha, Rodrigo Coutinho, Sandra M Landi, Adriana M da Silva, Braulio S Archanjo, Alexei Kuznetsov, Marcia Marques
{"title":"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。","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":"{\"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}","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}
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.
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.
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:
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