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 …

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 …

Experimental investigation, modeling and optimization of membrane separation using artificial neural network and multi-objective optimization using genetic algorithm

R Soleimani, NA Shoushtari, B Mirza… - … engineering research and …, 2013 - Elsevier
In this work, treatment of oily wastewaters with commercial polyacrylonitrile (PAN)
ultrafiltration (UF) membranes was investigated. In order to do these experiments, the outlet …

Fruit juice processing and membrane technology application

AP Echavarría, C Torras, J Pagan, A Ibarz - Food Engineering Reviews, 2011 - Springer
This article provides an overview of recent developments and the published literature in
membrane technology with regard to fruit juice processing and considers the impact of such …

Artificial neural network modeling and optimization of desalination by air gap membrane distillation

M Khayet, C Cojocaru - Separation and Purification Technology, 2012 - Elsevier
An experimental based artificial neural network (ANN) model is constructed to describe the
performance of air gap membrane distillation process for different operating conditions. The …

New developments in membrane technologies used in the treatment of produced water: A review

M Zoubeik, M Ismail, A Salama, A Henni - Arabian Journal for Science and …, 2018 - Springer
The use of membrane technology for produced oily water treatment has become an active
area of research for both academia and industry. The search for membranes with enhanced …

A concise review of theoretical models and numerical simulations of membrane fouling

H Yang, X Yu, J Liu, Z Tang, T Huang, Z Wang… - Water, 2022 - mdpi.com
Membrane fouling can cause severe flux drops and affect the quality of produced water,
which is a major obstacle for membrane applications. Great efforts have been made to …

Simulation and determination of optimum conditions of pervaporative dehydration of isopropanol process using synthesized PVA–APTEOS/TEOS nanocomposite …

M Rezakazemi, S Razavi, T Mohammadi… - Journal of Membrane …, 2011 - Elsevier
Robust artificial neural network (ANN) was developed based on experimental data to predict
dehydration of isopropanol by means of novel PVA–APTEOS/TEOS nanocomposite …

Evaluation and prediction of membrane fouling in a submerged membrane bioreactor with simultaneous upward and downward aeration using artificial neural …

SA Mirbagheri, M Bagheri, Z Bagheri… - Process Safety and …, 2015 - Elsevier
This paper describes the effect of simultaneous upward and downward aeration on the
membrane fouling and process performances of a submerged membrane bioreactor. Trans …

Prediction of red plum juice permeate flux during membrane processing with ANN optimized using RSM

H Nourbakhsh, Z Emam-Djomeh, M Omid… - … and Electronics in …, 2014 - Elsevier
In this work, a three-layer artificial neural network (ANN) optimized by response surface
methodology (RSM) was designed to predict the permeate flux of red plum juice during …