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Publications

Explainable Low-Rank Mixture-of-Experts Transformers for Water Quality Assessment Under Extreme Class Imbalance

Year: 2026 DOI:dx.doi.org/10.2139/ssrn.7344663

Authors: Wu Wang, Yuang Cheng, Fouzi Harrou, Noreddine Ghaffour, Ying Sun

Water quality monitoring
Rare event detection
Transformer-LoRAMoE
Class imbalance learning
Time-series classification

Heat-activated peroxymonosulfate pretreatment toward high water recovery in RO–MD seawater desalination

Year: 2026 DOI:10.1016/j.cej.2026.181861

Authors: Jaewon Lee, M. Obaid, Najat A Amin, Taegeun Park, Seunghwan Woo, Hayoung Lee, Seonkyu Lee, Min Zhan, Seungkwan Hong

Peroxymonosulfate
Seawater Desalination
Membrane fouling
Pretreatment
High water recovery

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