Forecasting the Removal of Chemical Contaminants of Emerging Concern in Activated Sludge Treatment—A Practical, Site-Calibrated Model Supporting Implementation of the EU Urban Wastewater Treatment Directive Recast

A practical model to forecast the removal of contaminants of emerging concern (CECs) in activated sludge (AS) wastewater treatment plants (WWTPs) was developed. Eight full-scale campaigns were conducted in three AS-WWTPs (seven reactor datasets); 57 CECs were analyzed, 22 quantified in influent, and 13 CECs used for model calibration. The previously observed sigmoidal correlation between CEC removal and biodegradation rate (kbio) was validated and a pseudo-first-order kinetic model was adapted to include a lumped correction factor ‘a’ in addition to Mixed Liquor Suspended Solids (MLSS), Hydraulic Retention Time, and a CEC biodegradation constant (kbio). Model transferability was assessed using two WWTPs from a previous study. A global ‘a’ value provided a first approximation, while site-specific calibration improved R2 from 0.71–0.83 to 0.90–0.95. ‘a’ ranged from 0.19 (oxidation ditch; nitrification rate 5.8 g N-NH4/(kgVSS·d)) to 0.61 (anaerobic/anoxic/oxic AS system; 27 g N-NH4/(kg VSS·d)). The model supports AS operational scenario analysis and integration with advanced treatments to meet the 80% CEC (micropollutant) removal target of the revised Urban Wastewater Treatment Directive. In an illustrative ForecastTool scenario, increasing MLSS from 3 to 5 g/L increased AS removal of six CECs (from the twelve listed in the directive) from 32% to 45%, reducing the modeled ozone dose from 16 to 12 g/m3. The model requires site-specific calibration of ‘a’.

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Journal
Water
Published
2026-10-13
DOI
https://doi.org/10.3390/w18202531
Primary Topic
Pharmaceutical and Antibiotic Environmental Impacts
Type
article
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article

Forecasting the Removal of Chemical Contaminants of Emerging Concern in Activated Sludge Treatment—A Practical, Site-Calibrated Model Supporting Implementation of the EU Urban Wastewater Treatment Directive Recast

Margarida Campinas, Catarina Silva, R.M. C. Viegas, Maria João Rosa et al.
Water
Pharmaceutical and Antibiotic Environmental Impacts
article

Forecasting the Removal of Chemical Contaminants of Emerging Concern in Activated Sludge Treatment—A Practical, Site-Calibrated Model Supporting Implementation of the EU Urban Wastewater Treatment Directive Recast

Margarida Campinas, Catarina Silva, R.M. C. Viegas, Maria João Rosa, Gabriela Faria, Cláudio Costa, Raquel Araújo
article en

Abstract

A practical model to forecast the removal of contaminants of emerging concern (CECs) in activated sludge (AS) wastewater treatment plants (WWTPs) was developed. Eight full-scale campaigns were conducted in three AS-WWTPs (seven reactor datasets); 57 CECs were analyzed, 22 quantified in influent, and 13 CECs used for model calibration. The previously observed sigmoidal correlation between CEC removal and biodegradation rate (kbio) was validated and a pseudo-first-order kinetic model was adapted to include a lumped correction factor ‘a’ in addition to Mixed Liquor Suspended Solids (MLSS), Hydraulic Retention Time, and a CEC biodegradation constant (kbio). Model transferability was assessed using two WWTPs from a previous study. A global ‘a’ value provided a first approximation, while site-specific calibration improved R2 from 0.71–0.83 to 0.90–0.95. ‘a’ ranged from 0.19 (oxidation ditch; nitrification rate 5.8 g N-NH4/(kgVSS·d)) to 0.61 (anaerobic/anoxic/oxic AS system; 27 g N-NH4/(kg VSS·d)). The model supports AS operational scenario analysis and integration with advanced treatments to meet the 80% CEC (micropollutant) removal target of the revised Urban Wastewater Treatment Directive. In an illustrative ForecastTool scenario, increasing MLSS from 3 to 5 g/L increased AS removal of six CECs (from the twelve listed in the directive) from 32% to 45%, reducing the modeled ozone dose from 16 to 12 g/m3. The model requires site-specific calibration of ‘a’.

WaterVol. 18(20)
National Laboratory for Civil Engineering (PT)
Openalex Percentile: Top 25%
Pharmaceutical and Antibiotic Environmental Impacts
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