Review
Open access
Sep 2026
Nanomaterials have emerged as key platforms for environmental remediation owing to their tunable surface chemistry, high specific surface area, and multifunctional physicochemical properties. This review provides a critical comparison between conventional nanomaterials (CNMs) and phyto-mediated nanomaterials (PMNs), wi...
F. Omer, Ali Al-Rashidi, A. O. Akinfenwa et al.
· Nanomaterials · 0 citations
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Review
Open access
Aug 2026
This review critically analyzes recent studies on ML-assisted photocatalytic wastewater treatment, covering supervised learning, ensemble learning, deep learning, and hybrid optimization approaches for predicting degradation efficiency, reaction kinetics, and catalyst performance.
Mai M. A. Hassan Shanab, Taoheed Abiodun Yusuf, Abdullah M. Aldawsari et al.
· Catalysts · 0 citations
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