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
Membrane fouling is one of major obstacles in the application of membrane technologies.
Accurately predicting or simulating membrane fouling behaviours is of great significance to …

Artificial neural network modeling of wastewater treatment and desalination using membrane processes: A review

J Jawad, AH Hawari, SJ Zaidi - Chemical Engineering Journal, 2021 - Elsevier
The freshwater scarcity is causing a major challenge due to the growing global population.
The brackish water and seawater are the biggest sources of water on the planet. Therefore …

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

WH Abuwatfa, N AlSawaftah, N Darwish, WG Pitt… - Membranes, 2023 - mdpi.com
Membrane fouling is a major hurdle to effective pressure-driven membrane processes, such
as microfiltration (MF), ultrafiltration (UF), nanofiltration (NF), and reverse osmosis (RO) …

Advances in forward osmosis (FO) technology for enhanced efficiency and output: A critical review

DDW Rufuss, V Kapoor, S Arulvel, PA Davies - Journal of Cleaner …, 2022 - Elsevier
Freshwater scarcity is one of the most important issues facing the world today. To address
this issue, processes have been developed to purify and desalinate water at an industrial …

A review on applications of artificial intelligence in wastewater treatment

Y Wang, Y Cheng, H Liu, Q Guo, C Dai, M Zhao, D Liu - Sustainability, 2023 - mdpi.com
In recent years, artificial intelligence (AI), as a rapidly developing and powerful tool to solve
practical problems, has attracted much attention and has been widely used in various areas …

A review on state-of-the-art applications of data-driven methods in desalination systems

P Behnam, M Faegh, M Khiadani - Desalination, 2022 - Elsevier
The substitution of conventional mathematical models with fast and accurate modeling tools
can result in the further development of desalination technologies and tackling the need for …

Qatar desalination research: An overview

H Saleem, N Abounahia, HR Siddiqui, SJ Zaidi - Desalination, 2023 - Elsevier
As freshwater scarcity has intensified in Qatar, seawater desalination has been established
as a strategic and prominent industry. This study thoroughly analyzes the current status of …

Artificial neural network modeling for the prediction, estimation, and treatment of diverse wastewaters: A comprehensive review and future perspective

M Ibrahim, A Haider, JW Lim, B Mainali, M Aslam… - Chemosphere, 2024 - Elsevier
The application of artificial neural networks (ANNs) in the treatment of wastewater has
achieved increasing attention, as it enhances the efficiency and sustainability of wastewater …

Fouling in membrane filtration for juice processing

C Lu, Y Bao, JY Huang - Current Opinion in Food Science, 2021 - Elsevier
Highlights•Membrane fouling reduces permeate flux and process efficiency of juice
filtration.•Membrane fouling is a complex process characterized by four main mechanisms.• …

Optimization and prediction of lead removal from aqueous solution using FO–MD hybrid process: statistical and artificial intelligence analysis

A Boubakri, S Elgharbi, I Dhaouadi, D Mansour… - Journal of …, 2023 - Elsevier
Heavy metals (HMs) has become one of the most serious pollutants that are harmful to the
environment and ecology. This paper focused on the removal of lead contaminant from …