Machine learning for the advancement of membrane science and technology: A critical review

G Ignacz, L Bader, AK Beke, Y Ghunaim… - Journal of Membrane …, 2024 - Elsevier
Abstract Machine learning (ML) has been rapidly transforming the landscape of natural
sciences and has the potential to revolutionize the process of data analysis and hypothesis …

Exploring advanced materials: Harnessing the synergy of inverse gas chromatography and artificial vision intelligence

PK Basivi, T Hamieh, V Kakani, VR Pasupuleti… - TrAC Trends in …, 2024 - Elsevier
Inverse gas chromatography (IGC) has emerged as a highly sensitive, adaptable, and
effective technology for material analysis. Through employing thermochemical approaches …

[HTML][HTML] Multi-scale design of MOF-based membrane separation for CO2/CH4 mixture via integration of molecular simulation, machine learning and process modeling …

X Cheng, Y Liao, Z Lei, J Li, X Fan, X Xiao - Journal of Membrane Science, 2023 - Elsevier
Metal-organic framework (MOF) membranes have demonstrated high efficiency for CO 2
capture due to their wide range of pore sizes, high surface area, high porosity, and open …

A systematic study of the relationship between the high-frequency dielectric dissipation factor and water adsorption of polyimide films

R Bei, K Chen, Y He, C Li, Z Chi, S Liu, J Xu… - Journal of Materials …, 2023 - pubs.rsc.org
Low dissipation factor (Df) at high-frequencies is crucial for the application of dielectric
materials in next generation mobile communication. However, the relationship between the …

Molecular simulations of organic solvent transport in dense polymer membranes: Solution-diffusion or pore-flow mechanism?

J He, H Fan, M Elimelech, Y Li - Journal of Membrane Science, 2024 - Elsevier
We employed non-equilibrium molecular dynamics simulations and theoretical predictions
to elucidate organic solvent and water transport mechanisms in dense polymer membranes …

Poly (ether-ether-ketone) copolymers featuring sulfonyl moieties for organic solvent nanofiltration membranes

N Alqadhi, DG Oldal, K Gopalsamy… - Separation and …, 2025 - Elsevier
Abstract Poly (ether-ether-ketone)(PEEK) is an attractive material for membrane fabrication
due to its exceptional thermal and chemical stability. However, traditional PEEK processing …

Metal-organic frameworks-membranes for energy intensive liquid separation

U Shareef, AA Rownaghi - Separation and Purification Technology, 2024 - Elsevier
Metal-organic frameworks (MOFs) materials with tunable structures and functionalities have
demonstrated great potential as promising membrane materials, and play a crucial role in …

AI-assisted inverse design of sequence-ordered high intrinsic thermal conductivity polymers

X Huang, CY Zhao, H Wang, S Ju - Materials Today Physics, 2024 - Elsevier
Artificial intelligence (AI) promotes the polymer design paradigm from a traditional trial-and-
error approach to a data-driven style. Achieving high thermal conductivity (TC) for intrinsic …

[HTML][HTML] Exploring properties of hyperbranched polymers in anion exchange membranes for fuel cells and its potential integration for water electrolysis: A review

T Palanivel, M Mamlouk, BG Pollet, R Vinodh - Journal of Energy Chemistry, 2024 - Elsevier
Anion-exchange membrane water electrolysers (AEMWEs) and fuel cells (AEMFCs) are
critical technologies for converting renewable resources into green hydrogen (H 2), where …

PXLink: a simulation program of polymer crosslinking to study of polyamide membrane

C Zhang, G Bu, MSJ Sajib, L Meng, S Xu… - Computer Physics …, 2023 - Elsevier
Crosslinked network polymers have numerous important applications in engineering,
biomedicine, and the environment. Establishing a crosslinked polymer network is an …