A calibration framework toward model generalization for bacteria concentration estimation in water resource recovery facilities

A calibration framework toward model generalization for bacteria concentration estimation in water resource recovery facilities

Abstract Reduced bacteria concentrations in wastewater is a key indicator of the efficacy of water resource recovery facilities (WRRFs). However, monitoring the presence of bacterial concentrations in real time at each stage of the WRRF is challenging as it requires taking and processing water sampl...

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Bibliographic Details
Main Authors: Fahad Aljehani, Ibrahima N’Doye, Pei-Ying Hong, Mohammad Khalil Monjed, Taous-Meriem Laleg-Kirati
Format: Article
Language:English
Published: Nature Portfolio 2024-12-01
Series:Scientific Reports
Subjects:
Water resource recovery facilities
Bacteria concentration sensing
Wasserstein generative adversarial network (WGAN)
Out-of-distribution (OOD) generalization
Calibration of neural networks
Online Access:https://doi.org/10.1038/s41598-024-82598-y
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https://doi.org/10.1038/s41598-024-82598-y

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