Uncovering unknown dynamics in water resource recovery facilities with neural differential equations and Shapley value analysis

Journal of Water Process Engineering, Journal Year: 2025, Volume and Issue: 70, P. 106856 - 106856

Published: Jan. 15, 2025

Language: Английский

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Machine learning in wastewater: opportunities and challenges — “not everything is a nail!”

Current Opinion in Biotechnology, Journal Year: 2025, Volume and Issue: 93, P. 103271 - 103271

Published: Feb. 24, 2025

Language: Английский

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Towards development of ozonation and biological activated carbon hybrid model for tertiary wastewater system

Water Science & Technology, Journal Year: 2024, Volume and Issue: 90(11), P. 3052 - 3075

Published: Nov. 20, 2024

ABSTRACT Despite water being a significant output of and resource recovery facilities (WRRFs), tertiary wastewater treatment processes are often underrepresented in integrated WRRF models. This study critically reviews the approaches used comprehensive models for ozone (O3) biological activated carbon (BAC) operation units systems. The current characterised by limitations mechanisms that describe O3 disinfection by-product formation, BAC adsorption multi-component solutes. Drawing from insights O3, BAC, modelling approaches, we propose an O3–BAC model suitable simulating dissolved organic (DOC) micropollutants removal We recommend hybrid approach which data-driven can be to compensate structural mechanistic is developed within sludge (ASM) framework flexibility coupling with other hence facilitates developing system-wide reclamation reuse

Language: Английский

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Modelling and integrated assessment of urban water systems

Water Science & Technology, Journal Year: 2024, Volume and Issue: 90(12), P. iii - vi

Published: Dec. 15, 2024

Language: Английский

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