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 …

Development of artificial neural networks to predict membrane fouling in an anoxic-aerobic membrane bioreactor treating domestic wastewater

F Schmitt, R Banu, IT Yeom, KU Do - Biochemical engineering journal, 2018 - Elsevier
An artificial neural network (ANN) was first developed to predict the transmembrane
pressure in an anoxic-aerobic membrane bioreactor (AO-MBR) treating domestic …

Using artificial intelligence-based algorithms to identify critical fouling factors and predict fouling behavior in anaerobic membrane bioreactors

C Niu, B Li, Z Wang - Journal of Membrane Science, 2023 - Elsevier
Membrane fouling is one of the major obstacles that hinder the widespread applications of
anerobic membrane bioreactors (AnMBRs) for wastewater treatment. Due to the intrinsic …

Predictive modeling based on artificial neural networks for membrane fouling in a large pilot-scale anaerobic membrane bioreactor for treating real municipal …

T Wang, YY Li - Science of The Total Environment, 2024 - Elsevier
Membrane fouling is the primary obstacle to applying anaerobic membrane bioreactors
(AnMBRs) in municipal wastewater treatment. This issue holds critical significance as …

Performance and membrane fouling behaviors analysis with SVR-LibSVM model in a submerged anaerobic membrane bioreactor treating low-strength domestic …

J Liu, X Kang, X Luan, L Gao, H Tian, X Liu - Environmental Technology & …, 2020 - Elsevier
A submerged anaerobic membrane bioreactor (SAnMBR) was operated for low-strength
domestic sewage treatment over a period of 190 days. Average chemical oxygen demand …

Modeling of effluent quality parameters in a submerged membrane bioreactor with simultaneous upward and downward aeration treating municipal wastewater using …

M Bagheri, SA Mirbagheri… - … and Water Treatment, 2016 - Taylor & Francis
This research was an effort to develop hybrid multilayer perceptron and radial basis function
artificial neural network–genetic algorithm (MLPANN-GA and RBFANN-GA) models to …

Effects of aeration parameters on effluent quality and membrane fouling in a submerged membrane bioreactor using Box–Behnken response surface methodology

HY Fu, PC Xu, GH Huang, T Chai, M Hou, PF Gao - Desalination, 2012 - Elsevier
Membrane bioreactor (MBR), which has been widely used in wastewater treatment, is
restricted by membrane fouling and high energy consumption generated by aeration …

Investigation of membrane fouling in an anaerobic membrane bioreactor (AnMBR) treating pharmaceutical wastewater

Y Kaya, AM Bacaksiz, H Bayrak, I Vergili… - Journal of Water …, 2019 - Elsevier
This study is focused on the fouling of flat-sheet and hollow-fiber membranes in a lab-scale
anaerobic membrane bioreactor (AnMBR). A comprehensive investigation including …

Optimization of operational parameters for a submerged membrane bioreactor treating dyehouse wastewater

P Schoeberl, M Brik, M Bertoni, R Braun… - Separation and …, 2005 - Elsevier
In the present study the influence of suction time, backflush time and aeration intensity on
fouling was investigated using 23 factorial design. The experimental study has been …

Impact of aeration rate and dielectrophoretic force on fouling suppression in submerged membrane bioreactors

AH Hawari, B Larbi, A Alkhatib, AT Yasir, F Du… - … and Processing-Process …, 2019 - Elsevier
Membrane bioreactors (MBRs) present a unique opportunity in waste water treatment by
combining the activated sludge process with membrane filtration. Although MBRs require …