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. 2024 Dec;90(11):3052-3075.
doi: 10.2166/wst.2024.379. Epub 2024 Nov 20.

Hybrid modelling framework for ozonation and biological activated carbon in tertiary wastewater treatment

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Hybrid modelling framework for ozonation and biological activated carbon in tertiary wastewater treatment

Shalongo T Angula et al. Water Sci Technol. 2024 Dec.

Abstract

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

Keywords: biological activated carbon; hybrid modelling; ozonation; system-wide modelling; wastewater reclamation; water reuse.

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Conflict of interest statement

The authors declare there is no conflict.

References

    1. Aliashrafi A., Zhang Y., Groenewegen H. & Peleato N. M. (2021) mA review of data-driven modelling in drinking water treatment. In Reviews in Environmental Science and Biotechnology, 20 (4), 985–1009. https://doi.org/10.1007/s11157-021-09592-y.
    1. Alonso A. V., Kaiser T., Babist R., Fundneider T. & Lackner S. (2021) A multi-component model for granular activated carbon filters combining biofilm and adsorption kinetics, Water Research, 197, 117079. https://doi.org/10.1016/j.watres.2021.117079. - PubMed
    1. Atallah Al-Asad H., Parniske J., Qian J., Alex J., Ramaswami S., Kaetzl K. & Morck T. (2022) Development and application of a predictive model for advanced wastewater treatment by adsorption onto powdered activated carbon, Water Research, 217 (April), 118427. https://doi.org/10.1016/j.watres.2022.118427. - PubMed
    1. Audenaert W. T. M., Callewaert M., Nopens I., Cromphout J., Vanhoucke R., Dumoulin A., Dejans P. & Van Hulle S. W. H. (2010) Full-scale modelling of an ozone reactor for drinking water treatment, Chemical Engineering Journal, 157 (2–3), 551–557. https://doi.org/10.1016/j.cej.2009.12.051.
    1. Audenaert W. T. M., Vandevelde M., Van Hulle S. W. H. & Nopens I. (2013) Impact of Dissolved Organic Matter (DOM) on parameter sensitivity of a kinetic ozone decomposition model, Ozone: Science & Engineering, 35 (5), 338–349. https://doi.org/10.1080/01919512.2013.797884.

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