Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Galinha, Claudia F., Crespo, João G.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
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
_version_ 1784857475483172864
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
work_keys_str_mv AT galinhaclaudiaf developmentandimplementationofmbrmonitoringuseof2dfluorescencespectroscopy
AT crespojoaog developmentandimplementationofmbrmonitoringuseof2dfluorescencespectroscopy