Abstract
Climate change is projected to increase the frequency of hydraulic shocks on urban water systems, affecting water resource recovery facilities (WRRFs). In these facilities, the settleability of activated sludge is a critical hydraulic bottleneck. However, to date, the dynamic prediction of hindered settling velocity (v0/rH) has remained unresolved. To address this significant knowledge gap, this study presents an assessment of microbial community predictors of hindered settling velocity. Through a regression analysis of independent laboratory and full-scale experimental data, we identified a close association between the relative abundance of Candidatus Microthrix filamentous bacteria and hindered settling velocity parameter values. While no direct association was observed between filamentous abundance and compression settling parameters, we propose linking the dynamic calibration of the compressive solid stress function to v0/rH. Notably, our results demonstrate, for the first time, the efficacy of dynamic calibration of SST models using the relative abundance of filamentous microbial predictors in a simulation model of the Kloten-Opfikon full-scale WRRF. Furthermore, besides Cand. Microthrix, Thiothrix is found to be a putative predictor for biomolecular SST calibration. These findings shed light on the potential of microbial communities to predict hindered settling velocity in WRRFs and offer valuable insights for improving wastewater treatment processes in the face of climate change challenges.
Original language | English |
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Article number | 120664 |
Journal | Water Research |
Volume | 246 |
Early online date | 29 Sept 2023 |
DOIs | |
Publication status | Published - 1 Nov 2023 |
Bibliographical note
Funding Information:We would like to thank Prof. Eberhard Morgenroth, Eawag, Switzerland, for his support in facilitating the research collaboration between Bath and Hunziker-Betatech AG. We are grateful to staff members of WRRF Kloten-Opfikon, and, particularly, its managers, Michael Kasper and Christoph Liebi, for providing us technical support and data. Co-authors kindly acknowledge the support received to finance the data collection in Denmark by the Integrated Water Technology (InWaTech) project between the Technical University of Denmark and the Korean Advanced Institute of Science and Technology (DTU-KAIST). We acknowledge the generous support of Prof. Tim Mays, Head of Department, and the internal financial support received from the Department of Chemical Engineering, University of Bath.
Funding Information:
We would like to thank Prof. Eberhard Morgenroth, Eawag, Switzerland, for his support in facilitating the research collaboration between Bath and Hunziker-Betatech AG. We are grateful to staff members of WRRF Kloten-Opfikon, and, particularly, its managers, Michael Kasper and Christoph Liebi, for providing us technical support and data. Co-authors kindly acknowledge the support received to finance the data collection in Denmark by the Integrated Water Technology (InWaTech) project between the Technical University of Denmark and the Korean Advanced Institute of Science and Technology (DTU-KAIST). We acknowledge the generous support of Prof. Tim Mays, Head of Department, and the internal financial support received from the Department of Chemical Engineering, University of Bath.
Keywords
- Activated sludge settling velocity
- Cand. Microthrix parvicella
- Filamentous bulking
- One-dimensional modelling
- Process modelling
- Secondary settling tank
- Water resource recovery facility
ASJC Scopus subject areas
- Environmental Engineering
- Civil and Structural Engineering
- Ecological Modelling
- Water Science and Technology
- Waste Management and Disposal
- Pollution