Solar-driven photocatalytic removal of cefuroxime from water: process optimization via machine learning and nature-inspired algorithms

Sara Zeghbib; Noureddine Nasrallah; Haroun Hafsa; Mohammed Kebir; Hichem Tahraoui; Sabrina Lekmine; Walid Zeghbib; Abdeltif Amrane; Fekri Abdulraqeb Ahmed Ali; Farid Fadhillah; Amine Aymen Assadi

doi:10.1039/d5ra04447b

journal article Open Access Jan 01, 2025

Solar-driven photocatalytic removal of cefuroxime from water: process optimization via machine learning and nature-inspired algorithms

Sara Zeghbib Noureddine Nasrallah Haroun Hafsa Mohammed Kebir

Hichem Tahraoui

Sabrina Lekmine

Walid Zeghbib Abdeltif Amrane

Fekri Abdulraqeb Ahmed Ali Farid Fadhillah Amine Aymen Assadi

RSC Advances Vol. 15 No. 38 pp. 31767-31787 · Royal Society of Chemistry (RSC)

View at Publisher Save 10.1039/d5ra04447b

Abstract

The extensive presence of antibiotics in aquatic environments has raised significant concerns regarding their ecological impact and the potential development of antibiotic-resistant bacteria.

Topics

No keywords indexed for this article. Browse by subject →

References

87

[1]

Stambouli Journal of Water Process Engineering (2025) 10.1016/j.jwpe.2025.108213

[2]

Kebir Catalysts (2024) 10.3390/catal14120875

[3]

Duan Indoor Air (2025) 10.1155/ina/1071778

[4]

Tahraoui Process Saf. Environ. Prot. (2023) 10.1016/j.psep.2022.11.045

[5]

Hernández-Coronado J. Environ. Chem. Eng. (2021) 10.1016/j.jece.2021.106822

[6]

Tahraoui J. Taiwan Inst. Chem. Eng. (2024) 10.1016/j.jtice.2024.105783

[7]

Pan Angew. Chem. (2024) 10.1002/ange.202316315

[8]

Rossmann J. Chromatogr. B: Anal. Technol. Biomed. Life Sci. (2014) 10.1016/j.jchromb.2014.08.008

[9]

Du Sep. Purif. Technol. (2025) 10.1016/j.seppur.2024.130597

[10]

Husain Khan Chemosphere (2023) 10.1016/j.chemosphere.2023.139647

[11]

Abdykadyrov Water Conserv. Manag. (2023) 10.26480/wcm.02.2023.148.157

[12]

Yang Bioengineered (2021) 10.1080/21655979.2021.1974657

[13]

Adsorptive removal of paracetamol from aqueous media: A review of adsorbent materials, adsorption mechanisms, advancements, and future perspectives

Md. Aminul Islam, Mazen K. Nazal, Muhammad Sajid et al.

Journal of Molecular Liquids 2024 10.1016/j.molliq.2024.123976

[14]

Kanjal Sustainability (2023) 10.3390/su15097256

[15]

Smara Processes (2024) 10.3390/pr12030621

[16]

Mansour Water (2024) 10.3390/w16141964

[17]

Kebir Catal. Commun. (2023) 10.1016/j.catcom.2023.106780

[18]

Degradation of antibiotics by advanced oxidation processes: An overview

Jianlong Wang, Run Zhuan

Science of The Total Environment 2020 10.1016/j.scitotenv.2019.135023

[19]

Mihoubi Water (2025) 10.3390/w17060888

[20]

Chen Sci. Total Environ. (2024) 10.1016/j.scitotenv.2024.171723

[21]

Imwene J. Environ. Manage. (2022) 10.1016/j.jenvman.2022.116065

[22]

Madi Catalysts (2024) 10.3390/catal14010062

[23]

Touahri J. Phys. Chem. Solids (2024) 10.1016/j.jpcs.2024.112299

[24]

Baaloudj Catalysts (2022) 10.3390/catal12050500

[25]

Sid Sustainability (2023) 10.3390/su15043375

[26]

Tahraoui Kem. U Ind. (2021)

[27]

Removal of antibiotic resistance genes from wastewater treatment plant effluent by coagulation

Na Li, Guo-Ping Sheng, Yong-Ze Lu et al.

Water Research 2017 10.1016/j.watres.2017.01.010

[28]

Fang Mater. Today Chem. (2025) 10.1016/j.mtchem.2025.102770

[29]

Yang Chem. Eng. J. (2021) 10.1016/j.cej.2020.126806

[30]

Abdelkader Catalysts (2025) 10.3390/catal15030262

[31]

Green Innovation: Multifunctional Zinc Oxide Nanoparticles Synthesized Using Quercus robur for Photocatalytic Performance, Environmental, and Antimicrobial Applications

Selma Redjili, Houria Ghodbane, Hichem Tahraoui et al.

Catalysts 2025 10.3390/catal15030256

[32]

Madi Colloids Surf., A (2025) 10.1016/j.colsurfa.2025.136469

[33]

Fang J. Therm. Anal. Calorim. (2025) 10.1007/s10973-025-14184-x

[34]

Baaloudj Adv. Colloid Interface Sci. (2024) 10.1016/j.cis.2024.103136

[35]

Krishnan J. Environ. Sci. China (2024) 10.1016/j.jes.2023.02.051

[36]

Roguai Inorg. Chem. Commun. (2023) 10.1016/j.inoche.2023.111372

[37]

Samadi Thin Solid Films (2016) 10.1016/j.tsf.2015.12.064

[38]

Hajjaji J. Photochem. Photobiol., A (2025) 10.1016/j.jphotochem.2024.115975

[39]

Achouri Mater. Des. (2016) 10.1016/j.matdes.2016.04.015

[40]

Pascariu Mater. Today Sustain. (2024)

[41]

Esbergenova Curr. Appl. Phys. (2024) 10.1016/j.cap.2024.07.009

[42]

Samanta Phys. E (2024) 10.1016/j.physe.2023.115885

[43]

Chen Environ. Sci. Technol. (2004) 10.1021/es034384f

[44]

Hafsa Arab. J. Sci. Eng. (2025) 10.1007/s13369-025-10394-5

[45]

Kaur J. Water Process Eng. (2024) 10.1016/j.jwpe.2023.104765

[46]

Molla J. Environ. Sci. Health, Part A (2019) 10.1080/10934529.2019.1608793

[47]

Tahraoui Water (2023) 10.3390/w15142631

[48]

Tahraoui Environ. Technol. Innov. (2022) 10.1016/j.eti.2022.102419

[49]

Mechati Water (2023) 10.3390/w15244274

[50]

Nedjhioui Processes (2023) 10.3390/pr11051314

Showing 50 of 87 references

Metrics

8

Citations

87

References

Details

Published: Jan 01, 2025
Vol/Issue: 15(38)
Pages: 31767-31787
License: View

Authors

S

Sara Zeghbib

Laboratory of Reaction Engineering, Faculty of Mechanical Engineering and Process Engineering, USTHB, BP 32, Algiers, 16111, Algeria

N

Noureddine Nasrallah

Laboratory of Reaction Engineering, Faculty of Mechanical Engineering and Process Engineering, USTHB, BP 32, Algiers, 16111, Algeria

H

Haroun Hafsa

Laboratory of Reaction Engineering, Faculty of Mechanical Engineering and Process Engineering, USTHB, BP 32, Algiers, 16111, Algeria

M

Mohammed Kebir

Centre de Recherche Scientifique et Technique en Analyses Physico-Chimiques (CRAPC), BP 384, Bou-Ismail, Tipaza 42004, Algeria

H

Hichem Tahraoui

Laboratory of Biomaterials and Transport Phenomena (LBMPT), University of Médéa, Médéa, Algeria

S

Sabrina Lekmine

Biotechnology, Water, Environment and Health Laboratory, Abbes Laghrour University, 40004, Algeria

W

Walid Zeghbib

Laboratory of Reaction Engineering, Faculty of Mechanical Engineering and Process Engineering, USTHB, BP 32, Algiers, 16111, Algeria

A

Abdeltif Amrane

Univ. Rennes – ENSCR/UMR CNRS 6226, 35700 Rennes, France

F

Fekri Abdulraqeb Ahmed Ali

College of Engineering, Imam Mohammad Ibn Saud Islamic University (IMSIU), 11432 Riyadh, Saudi Arabia

F

Farid Fadhillah

College of Engineering, Imam Mohammad Ibn Saud Islamic University (IMSIU), 11432 Riyadh, Saudi Arabia

A

Amine Aymen Assadi

College of Engineering, Imam Mohammad Ibn Saud Islamic University (IMSIU), 11432 Riyadh, Saudi Arabia

Funding

Imam Mohammed Ibn Saud Islamic University Award: IMSIU-DDRSP2502

Cite This Article

Sara Zeghbib, Noureddine Nasrallah, Haroun Hafsa, et al. (2025). Solar-driven photocatalytic removal of cefuroxime from water: process optimization via machine learning and nature-inspired algorithms. RSC Advances, 15(38), 31767-31787. https://doi.org/10.1039/d5ra04447b

Solar-driven photocatalytic removal of cefuroxime from water: process optimization via machine learning and nature-inspired algorithms

You May Also Like