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Three-dimensional settling map for intelligent detection of activated sludge (AS) properties and health evaluation of AS based wastewater treatment
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DOI：10.1016/j.watres.2026.126646.png)
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Abstract
En 中文
• Introduces a novel 3D-SM as a dynamic fingerprint for at-line sludge monitoring. • Achieves high-fidelity detection of MLSS, SV30, and SVI30 (test set R2> 0.953). • Shows low sensitivity to tested environmental factors within the evaluated range. • Provides 71-day cross-site validation at one industrial AO treatment plant. • Supports threshold-based sludge assessment, exploratory ID of filamentous enrichment.
Journal
IF:
12.4
Papers:
3.0W
Citations:
15.7W
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Cited Papers