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Development and Implementation of MBR Monitoring: Use of 2D Fluorescence Spectroscopy
The monitoring of a membrane bioreactor (MBR) requires the assessment of both biological and membrane performance. Additionally, the development of membrane fouling and the requirements for frequent membrane cleaning are still major concerns during MBR operation, requiring tight monitoring and syste...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9783007/ https://www.ncbi.nlm.nih.gov/pubmed/36557125 http://dx.doi.org/10.3390/membranes12121218 |
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author | Galinha, Claudia F. Crespo, João G. |
author_facet | Galinha, Claudia F. Crespo, João G. |
author_sort | Galinha, Claudia F. |
collection | PubMed |
description | The monitoring of a membrane bioreactor (MBR) requires the assessment of both biological and membrane performance. Additionally, the development of membrane fouling and the requirements for frequent membrane cleaning are still major concerns during MBR operation, requiring tight monitoring and system characterization. Transmembrane pressure is usually monitored online and allows following the evolution of membrane performance. However, it does not allow distinguishing the fouling mechanisms occurring in the system or predicting the future behavior of the membrane. The assessment of the biological medium requires manual sampling, and the analyses involve several steps that are labor-intensive, with low temporal resolution, preventing real-time monitoring. Two-dimensional fluorescence spectroscopy is a comprehensive technique, able to assess the system status at real-time without disturbing the biological system. It provides large sets of data (system fingerprints) from which meaningful information can be extracted. Nevertheless, mathematical data analysis (such as machine learning) is essential to properly extract the information contained in fluorescence spectra and correlate it with operating and performance parameters. The potential of 2D fluorescence spectroscopy as a process monitoring tool for MBRs is, therefore, discussed in the present work in view of the actual knowledge and the authors’ own experience in this field. |
format | Online Article Text |
id | pubmed-9783007 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-97830072022-12-24 Development and Implementation of MBR Monitoring: Use of 2D Fluorescence Spectroscopy Galinha, Claudia F. Crespo, João G. Membranes (Basel) Perspective The monitoring of a membrane bioreactor (MBR) requires the assessment of both biological and membrane performance. Additionally, the development of membrane fouling and the requirements for frequent membrane cleaning are still major concerns during MBR operation, requiring tight monitoring and system characterization. Transmembrane pressure is usually monitored online and allows following the evolution of membrane performance. However, it does not allow distinguishing the fouling mechanisms occurring in the system or predicting the future behavior of the membrane. The assessment of the biological medium requires manual sampling, and the analyses involve several steps that are labor-intensive, with low temporal resolution, preventing real-time monitoring. Two-dimensional fluorescence spectroscopy is a comprehensive technique, able to assess the system status at real-time without disturbing the biological system. It provides large sets of data (system fingerprints) from which meaningful information can be extracted. Nevertheless, mathematical data analysis (such as machine learning) is essential to properly extract the information contained in fluorescence spectra and correlate it with operating and performance parameters. The potential of 2D fluorescence spectroscopy as a process monitoring tool for MBRs is, therefore, discussed in the present work in view of the actual knowledge and the authors’ own experience in this field. MDPI 2022-12-02 /pmc/articles/PMC9783007/ /pubmed/36557125 http://dx.doi.org/10.3390/membranes12121218 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Perspective Galinha, Claudia F. Crespo, João G. Development and Implementation of MBR Monitoring: Use of 2D Fluorescence Spectroscopy |
title | Development and Implementation of MBR Monitoring: Use of 2D Fluorescence Spectroscopy |
title_full | Development and Implementation of MBR Monitoring: Use of 2D Fluorescence Spectroscopy |
title_fullStr | Development and Implementation of MBR Monitoring: Use of 2D Fluorescence Spectroscopy |
title_full_unstemmed | Development and Implementation of MBR Monitoring: Use of 2D Fluorescence Spectroscopy |
title_short | Development and Implementation of MBR Monitoring: Use of 2D Fluorescence Spectroscopy |
title_sort | development and implementation of mbr monitoring: use of 2d fluorescence spectroscopy |
topic | Perspective |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9783007/ https://www.ncbi.nlm.nih.gov/pubmed/36557125 http://dx.doi.org/10.3390/membranes12121218 |
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