A review on membrane fouling prediction using artificial neural networks (ANNs)

WH Abuwatfa, N AlSawaftah, N Darwish, WG Pitt… - Membranes, 2023 - mdpi.com
artificial neural networks (ANNs), a type of supervised machine learning algorithm, that can
be used for membrane … widely used for fouling prediction in membrane filtration systems. …

Artificial intelligence-incorporated membrane fouling prediction for membrane-based processes in the past 20 years: A critical review

C Niu, X Li, R Dai, Z Wang - Water Research, 2022 - Elsevier
… AI algorithms (eg, artificial neural networks, fuzzy logic, genetic … ) for prediction of membrane
fouling. The working principles … membrane fouling of different membrane filtration systems in …

Recent advances in artificial intelligence and machine learning for nonlinear relationship analysis and process control in drinking water treatment: A review

L Li, S Rong, R Wang, S Yu - Chemical Engineering Journal, 2021 - Elsevier
machine learning technologies in the fields of source water quality, coagulation/flocculation,
disinfection and membrane filtration… by-products and advanced control of membrane fouling. …

Development of artificial intelligence-based models for the prediction of filtration performance and membrane fouling in an osmotic membrane bioreactor

ND Viet, A Jang - Journal of Environmental Chemical Engineering, 2021 - Elsevier
… However, there are still some barriers limit the application ofartificial intelligence (AI)-based
models for the early prediction of OMBR system performance in order to increase the system

Artificial intelligence-based optimization of industrial membrane processes

MT Gaudio, G Coppola, L Zangari, S Curcio… - Earth systems and …, 2021 - Springer
… In this article, a membrane fouling control with the aid of a specific AI tool regarding a water
treatment industrial plant application is explained and discussed (Fig. 2 shows an increasing …

A review of artificial intelligence in water purification and wastewater treatment: Recent advancements

S Safeer, RP Pandey, B Rehman, T Safdar… - Journal of Water …, 2022 - Elsevier
… technology is widely used. Membrane fouling is one of the serious problems resulting in
high flux decline and energy consumption. Membrane fouling can be controlled by considering …

Artificial intelligence application in membrane processes and prediction of fouling for better resource recovery

H Kazim, M Sabri, A Al-Othman… - Journal of Resource …, 2023 - resrecov.com
membrane technologies and filtration processes using AI techniques are discussed in this
paper. Membrane fouling … to creating AI enhanced membrane filtration systems and reactors. …

[PDF][PDF] Modeling of submerged membrane filtration processes using recurrent artificial neural networks

Z Yusof, NA Wahab, S Ibrahim, S Sahlan… - … Int. J. Artif. Intell. IJ-AI, 2020 - academia.edu
Membrane fouling behaviour in filtration processes is complex and hard to understand, and
membrane filtration system using hybrid response surface methodology-artificial intelligent. …

Integrating artificial intelligence modeling and membrane technologies for advanced wastewater treatment: Research progress and future perspectives

S Cairone, SW Hasan, KH Choo, CW Li, T Zarra… - Science of The Total …, 2024 - Elsevier
… challenge of membrane fouling, hindering their widespread application. … Advanced control
of membrane fouling in filtration systems using artificial intelligence and machine learning

Enhancement of membrane system performance using artificial intelligence technologies for sustainable water and wastewater treatment: A critical review

ND Viet, D Jang, Y Yoon, A Jang - … in Environmental Science and …, 2022 - Taylor & Francis
… This may be because water flux is the major and final purpose of all membrane filtration
systems. In contrast, membrane fouling is likely to attract the lowest attention in predictions using