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The Limitations in Current Studies of Organic Fouling and Future Prospects

Microfiltration and ultrafiltration for water/wastewater treatment have gained global attention due to their high separation efficiency, while membrane fouling still remains one of their bottlenecks. In such a situation, many researchers attempt to obtain a deep understanding of fouling mechanisms a...

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Detalles Bibliográficos
Autores principales: Meng, Xianghao, Meng, Shujuan, Liu, Yu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8708778/
https://www.ncbi.nlm.nih.gov/pubmed/34940423
http://dx.doi.org/10.3390/membranes11120922
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author Meng, Xianghao
Meng, Shujuan
Liu, Yu
author_facet Meng, Xianghao
Meng, Shujuan
Liu, Yu
author_sort Meng, Xianghao
collection PubMed
description Microfiltration and ultrafiltration for water/wastewater treatment have gained global attention due to their high separation efficiency, while membrane fouling still remains one of their bottlenecks. In such a situation, many researchers attempt to obtain a deep understanding of fouling mechanisms and to develop effective fouling controls. Therefore, this article intends to trigger discussions on the appropriate choice of foulant surrogates and the application of mathematic models to analyze fouling mechanisms in these filtration processes. It has been found that the commonly used foulant surrogate (sodium alginate) cannot ideally represent the organic foulants in practical feed water to explore the fouling mechanisms. More surrogate foulants or extracellular polymeric substance (EPS) extracted from practical source water may be more suitable for use in the studies of membrane fouling problems. On the other hand, the support vector machine (SVM) which focuses on the general trends of filtration data may work as a more powerful simulation tool than traditional empirical models to predict complex filtration behaviors. Careful selection of foulant surrogate substances and the application of accurate mathematical modeling for fouling mechanisms would provide deep insights into the fouling problems.
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spelling pubmed-87087782021-12-25 The Limitations in Current Studies of Organic Fouling and Future Prospects Meng, Xianghao Meng, Shujuan Liu, Yu Membranes (Basel) Perspective Microfiltration and ultrafiltration for water/wastewater treatment have gained global attention due to their high separation efficiency, while membrane fouling still remains one of their bottlenecks. In such a situation, many researchers attempt to obtain a deep understanding of fouling mechanisms and to develop effective fouling controls. Therefore, this article intends to trigger discussions on the appropriate choice of foulant surrogates and the application of mathematic models to analyze fouling mechanisms in these filtration processes. It has been found that the commonly used foulant surrogate (sodium alginate) cannot ideally represent the organic foulants in practical feed water to explore the fouling mechanisms. More surrogate foulants or extracellular polymeric substance (EPS) extracted from practical source water may be more suitable for use in the studies of membrane fouling problems. On the other hand, the support vector machine (SVM) which focuses on the general trends of filtration data may work as a more powerful simulation tool than traditional empirical models to predict complex filtration behaviors. Careful selection of foulant surrogate substances and the application of accurate mathematical modeling for fouling mechanisms would provide deep insights into the fouling problems. MDPI 2021-11-25 /pmc/articles/PMC8708778/ /pubmed/34940423 http://dx.doi.org/10.3390/membranes11120922 Text en © 2021 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
Meng, Xianghao
Meng, Shujuan
Liu, Yu
The Limitations in Current Studies of Organic Fouling and Future Prospects
title The Limitations in Current Studies of Organic Fouling and Future Prospects
title_full The Limitations in Current Studies of Organic Fouling and Future Prospects
title_fullStr The Limitations in Current Studies of Organic Fouling and Future Prospects
title_full_unstemmed The Limitations in Current Studies of Organic Fouling and Future Prospects
title_short The Limitations in Current Studies of Organic Fouling and Future Prospects
title_sort limitations in current studies of organic fouling and future prospects
topic Perspective
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8708778/
https://www.ncbi.nlm.nih.gov/pubmed/34940423
http://dx.doi.org/10.3390/membranes11120922
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