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Harnessing machine learning for transmembrane pressure prediction in MBR systems during textile wastewater treatment
Year: 2025 DOI:https://doi.org/10.1016/j.dwt.2025.101238
Authors: Onaira Zahoor, Sher Jamal Khan, Muhammad Usama, Henry J. Tanudjaja, Noreddine Ghaffour, Muhammad Saqib Nawaz
  • Machine learning models
  • Transmembrane pressure
  • Textile wastewater treatment
  • Extra polymeric substances
  • Membrane bioreactor
Precise biofilm thickness prediction in SWRO desalination from planar camera images by DNN models
Year: 2025 DOI:https://doi.org/10.1038/s41545-025-00451-9
Authors: Henry J. Tanudjaja, Najat A Amin, Adnan Qamar, Sarah Kerdi, Hussain Basamh, Thomas Altmann, Ratul Das, Noreddine Ghaffour
  • Seawater Reverse Osmosis (SWRO) Membranes
  • Biofilm thickness prediction
  • Biofouling detection
  • Deep neural networks (DNN)
  • Convolutional neural networks (CNN)
  • Desalination membranes
  • SWRO biofouling
  • Membrane fouling analysis
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