A Novel Empirical Fractional Approach for Modeling the Clogging of Membrane Filtration During Protein Microfiltration
This study addresses the pervasive challenge of membrane filtration clogging across various industries. Eight new empirical fractional models are proposed based on the volume accumulation change curve. The effectiveness of these models in predicting material accumulation and characterizing clogging...
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| Format: | Article |
| Language: | English |
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MDPI AG
2025-03-01
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| Series: | Membranes |
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| Online Access: | https://www.mdpi.com/2077-0375/15/4/99 |
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| _version_ | 1850143654592643072 |
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| author | Leila Cherifi Yamina Ammi Salah Hanini Mohamed Hentabli Ouafa Belkacem Jérôme Harmand |
| author_facet | Leila Cherifi Yamina Ammi Salah Hanini Mohamed Hentabli Ouafa Belkacem Jérôme Harmand |
| author_sort | Leila Cherifi |
| collection | DOAJ |
| description | This study addresses the pervasive challenge of membrane filtration clogging across various industries. Eight new empirical fractional models are proposed based on the volume accumulation change curve. The effectiveness of these models in predicting material accumulation and characterizing clogging patterns is evaluated. The models are validated against experimental data, achieving impressive coefficients of determination (<i>R</i><sup>2</sup>) between 0.9896 and 0.9997 and relative root mean squared errors (nRMSE) ranging from 0.8674% to 2.9548%. Furthermore, comparing the results with theoretical models of Hermia allows us to relate the empirical models to clogging mechanisms. |
| format | Article |
| id | doaj-art-ace5026aa7ee466291ffbbd4484b9457 |
| institution | OA Journals |
| issn | 2077-0375 |
| language | English |
| publishDate | 2025-03-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Membranes |
| spelling | doaj-art-ace5026aa7ee466291ffbbd4484b94572025-08-20T02:28:37ZengMDPI AGMembranes2077-03752025-03-011549910.3390/membranes15040099A Novel Empirical Fractional Approach for Modeling the Clogging of Membrane Filtration During Protein MicrofiltrationLeila Cherifi0Yamina Ammi1Salah Hanini2Mohamed Hentabli3Ouafa Belkacem4Jérôme Harmand5Laboratory of Biomaterials and Transport Phenomena (LBMPT), Faculty of Technology, University Yahia Fares of Medea, Medea 26000, AlgeriaLaboratory of Biomaterials and Transport Phenomena (LBMPT), Faculty of Technology, University Yahia Fares of Medea, Medea 26000, AlgeriaLaboratory of Biomaterials and Transport Phenomena (LBMPT), Faculty of Technology, University Yahia Fares of Medea, Medea 26000, AlgeriaLaboratory of Biomaterials and Transport Phenomena (LBMPT), Faculty of Technology, University Yahia Fares of Medea, Medea 26000, AlgeriaLaboratory of Biomaterials and Transport Phenomena (LBMPT), Faculty of Technology, University Yahia Fares of Medea, Medea 26000, AlgeriaLaboratory of Environmental Biotechnology (LBE), National Research Institute for Agriculture, Food and the Environment (INRAE), UR0050, University of Montpellier, 11100 Narbonne, FranceThis study addresses the pervasive challenge of membrane filtration clogging across various industries. Eight new empirical fractional models are proposed based on the volume accumulation change curve. The effectiveness of these models in predicting material accumulation and characterizing clogging patterns is evaluated. The models are validated against experimental data, achieving impressive coefficients of determination (<i>R</i><sup>2</sup>) between 0.9896 and 0.9997 and relative root mean squared errors (nRMSE) ranging from 0.8674% to 2.9548%. Furthermore, comparing the results with theoretical models of Hermia allows us to relate the empirical models to clogging mechanisms.https://www.mdpi.com/2077-0375/15/4/99membrane filtrationcloggingmodelingdragonfly algorithmempirical fractional model |
| spellingShingle | Leila Cherifi Yamina Ammi Salah Hanini Mohamed Hentabli Ouafa Belkacem Jérôme Harmand A Novel Empirical Fractional Approach for Modeling the Clogging of Membrane Filtration During Protein Microfiltration Membranes membrane filtration clogging modeling dragonfly algorithm empirical fractional model |
| title | A Novel Empirical Fractional Approach for Modeling the Clogging of Membrane Filtration During Protein Microfiltration |
| title_full | A Novel Empirical Fractional Approach for Modeling the Clogging of Membrane Filtration During Protein Microfiltration |
| title_fullStr | A Novel Empirical Fractional Approach for Modeling the Clogging of Membrane Filtration During Protein Microfiltration |
| title_full_unstemmed | A Novel Empirical Fractional Approach for Modeling the Clogging of Membrane Filtration During Protein Microfiltration |
| title_short | A Novel Empirical Fractional Approach for Modeling the Clogging of Membrane Filtration During Protein Microfiltration |
| title_sort | novel empirical fractional approach for modeling the clogging of membrane filtration during protein microfiltration |
| topic | membrane filtration clogging modeling dragonfly algorithm empirical fractional model |
| url | https://www.mdpi.com/2077-0375/15/4/99 |
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