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

Journal of Water Process Engineering, Год журнала: 2025, Номер 70, С. 106856 - 106856

Опубликована: Янв. 15, 2025

Язык: Английский

---

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

Current Opinion in Biotechnology, Год журнала: 2025, Номер 93, С. 103271 - 103271

Опубликована: Фев. 24, 2025

Язык: Английский

---

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

Water Science & Technology, Год журнала: 2024, Номер 90(11), С. 3052 - 3075

Опубликована: Ноя. 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

Язык: Английский

---

Modelling and integrated assessment of urban water systems

Water Science & Technology, Год журнала: 2024, Номер 90(12), С. iii - vi

Опубликована: Дек. 15, 2024

Язык: Английский

---