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In-situ and real-time fouling monitoring in RO desalination: Bridging smart sensing with operational control
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DOI：10.1016/j.desal.2026.120612.png)
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Abstract
En 中文
• Reviews in-situ and real-time fouling monitoring techniques for RO desalination. • Compares monitoring technologies using LOD, ALT, FAR, and signal drift. • Proposes a detection-to-action framework for condition-based RO fouling management. • Discusses ML for fouling diagnosis, forecasting, and decision support.
Keywords:
Reverse osmosis
Membrane fouling
In-situ monitoring
Real-time fouling detection
Operator decision support
Cleaning-in-place (CIP)
Journal
IF:
9.8
Papers:
1.9K
Citations:
6.2W
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