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 …

Machine learning: new ideas and tools in environmental science and engineering

S Zhong, K Zhang, M Bagheri, JG Burken… - … science & technology, 2021 - ACS Publications
The rapid increase in both the quantity and complexity of data that are being generated daily
in the field of environmental science and engineering (ESE) demands accompanied …

A review of reverse osmosis membrane fouling and control strategies

S Jiang, Y Li, BP Ladewig - Science of the total environment, 2017 - Elsevier
Reverse osmosis (RO) membrane technology is one of the most important technologies for
water treatment. However, membrane fouling is an inevitable issue. Membrane fouling leads …

Critical review of fouling mitigation strategies in membrane bioreactors treating water and wastewater

M Bagheri, SA Mirbagheri - Bioresource technology, 2018 - Elsevier
The current research was an effort to critically review all approaches used for membrane
fouling control in the membrane bioreactors treating water and wastewater. The first …

Membrane fouling prediction and uncertainty analysis using machine learning: A wastewater treatment plant case study

DJ Kovacs, Z Li, BW Baetz, Y Hong, S Donnaz… - Journal of Membrane …, 2022 - Elsevier
Membrane bioreactors (MBRs) have proven to be an extremely effective wastewater
treatment process combining ultrafiltration with biological processes to produce high-quality …

[HTML][HTML] A critical review on nanomaterials membrane bioreactor (NMs-MBR) for wastewater treatment

MN Pervez, M Balakrishnan, SW Hasan, KH Choo… - NPJ Clean …, 2020 - nature.com
The concept of nanomaterials membranes (NMs) promises to be a sustainable route to
improve the membrane characteristics and enhance the performance of membrane …

Advanced control of membrane fouling in filtration systems using artificial intelligence and machine learning techniques: A critical review

M Bagheri, A Akbari, SA Mirbagheri - Process Safety and Environmental …, 2019 - Elsevier
This paper critically reviews all artificial intelligence (AI) and machine learning (ML)
techniques for the better control of membrane fouling in filtration processes, with the focus …

Artificial intelligence as a sustainable tool in wastewater treatment using membrane bioreactors

M Kamali, L Appels, X Yu, TM Aminabhavi… - Chemical Engineering …, 2021 - Elsevier
Efforts are currently in progress to commercialize membrane bioreactor (MBR) technologies
already developed at laboratory and pilot scale. To attain this goal, the efficiency of MBRs …

[HTML][HTML] 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 …