A Novel Empirical Fractional Approach for Modeling the Clogging of Membrane Filtration During Protein Microfiltration.

IF 3.3 4区 工程技术 Q2 CHEMISTRY, PHYSICAL
Leila Cherifi, Yamina Ammi, Salah Hanini, Mohamed Hentabli, Ouafa Belkacem, Jérôme Harmand
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引用次数: 0

Abstract

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 (R2) 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.

一种新的经验分数方法模拟蛋白质微滤过程中膜过滤堵塞。
本研究针对各行业普遍存在的膜过滤堵塞问题。基于体积积累变化曲线,提出了8种新的经验分数模型。评估了这些模型在预测物质堆积和表征堵塞模式方面的有效性。根据实验数据对模型进行了验证,结果表明,模型的决定系数(R2)在0.9896 ~ 0.9997之间,相对均方根误差(nRMSE)在0.8674% ~ 2.9548%之间。此外,将结果与Hermia的理论模型进行比较,使我们能够将经验模型与堵塞机制联系起来。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Membranes
Membranes Chemical Engineering-Filtration and Separation
CiteScore
6.10
自引率
16.70%
发文量
1071
审稿时长
11 weeks
期刊介绍: Membranes (ISSN 2077-0375) is an international, peer-reviewed open access journal of separation science and technology. It publishes reviews, research articles, communications and technical notes. Our aim is to encourage scientists to publish their experimental and theoretical results in as much detail as possible. There is no restriction on the length of the papers. Full experimental and/or methodical details must be provided.
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