Machine learning for membrane design in energy production, gas separation, and water treatment: a review

AI Osman, M Nasr, M Farghali, SS Bakr… - Environmental …, 2024 - Springer
Membrane filtration is a major process used in the energy, gas separation, and water
treatment sectors, yet the efficiency of current membranes is limited. Here, we review the use …

[HTML][HTML] 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) …

Three dimension-printed membrane for ultrafast oil/water separation as driven by gravitation

L Han, L Shen, H Lin, T Cheng, J Wen, Q Zeng, Y Xu… - Nano Energy, 2023 - Elsevier
Facing millions of tons of discharged oily wastewater each year worldwide, it is highly
desired to develop eco-friendly, cost-effective and high-efficiency oil/water separation …

Transversal nanochannel-enabled MXene laminated membranes for superior oil-water separation: A fluid mosaic cytomembrane inspired approach

N Kong, L Shen, Q Zeng, C Chen, J Teng, Y Xu… - Journal of Membrane …, 2023 - Elsevier
Transition metal carbide and nitride materials (MXenes) have been greatly appreciated for
their facilely exfoliated and hydrophilic two-dimensional (2D) layered structure to fabricate …

A novel flower-like nickel-metal-organic framework (Ni-MOF) membrane for efficient multi-component pollutants removal by gravity

L Han, J Ma, H Lin, C Chen, J Teng, B Li, D Zhao… - Chemical Engineering …, 2023 - Elsevier
The recycling of wastewater containing multiple pollutants is an urgent issue that requires
sustainable and effective solutions. Gravity-driven membrane separation is a highly …

Nanocomposite ceramic membranes as novel tools for remediation of textile dye waste water–a review of current applications, machine learning based modeling and …

JM Solaiman, N Rajamohan, M Yusuf… - Journal of Environmental …, 2024 - Elsevier
Textile effluent treatment has gained significant attention due to the carcinogenic effects of
the dye pollutants present and their enhanced resistance to degradation. Porous ceramic …

Nanocomposite polymer blend membrane molecularly re-engineered with 2D metal-organic framework nanosheets for efficient membrane CO2 capture

C Wang, J Wu, P Cheng, L Xu, S Zhang - Journal of Membrane Science, 2023 - Elsevier
Membrane gas separation technology is an energy-efficient alternative to the traditional
industrial processes for CO 2 capture towards the mitigation of global warming. To overcome …

Dialdehyde cellulose (DAC) and polyethyleneimine (PEI) coated polyvinylidene fluoride (PVDF) membrane for simultaneously removing emulsified oils and anionic …

J Liu, Y Huang, G Zhang, Q Wang, S Shen, D Liu… - Journal of Hazardous …, 2024 - Elsevier
Develo** high-efficiency membrane for oil and dye removal is very urgent, because
wastewater containing them can cause great damage to human and environment. In this …

[HTML][HTML] Revolutionizing wastewater treatment toward circular economy and carbon neutrality goals: Pioneering sustainable and efficient solutions for automation and …

S Cairone, SW Hasan, KH Choo, DF Lekkas… - Journal of Water …, 2024 - Elsevier
Wastewater treatment plants (WWTPs) play a crucial role in ensuring a safe environment by
effectively removing contaminants and minimizing pollutant discharges. Compliance with …

Quantification of interfacial interaction related with adhesive membrane fouling by genetic algorithm back propagation (GABP) neural network

B Li, L Shen, Y Zhao, W Yu, H Lin, C Chen, Y Li… - Journal of Colloid and …, 2023 - Elsevier
Since adhesive membrane fouling is critically determined by the interfacial interaction
between a foulant and a rough membrane surface, efficient quantification of the interfacial …