Combining machine learning and metal–organic frameworks research: Novel modeling, performance prediction, and materials discovery

C Li, L Bao, Y Ji, Z Tian, M Cui, Y Shi, Z Zhao… - Coordination Chemistry …, 2024 - Elsevier
Abstract Machine learning (ML) is the science of making computers learn and behave like
humans, autonomously improving their learning by providing them with data and information …

Recent advances on metal-organic frameworks (MOFs) and their applications in energy conversion devices: technical review

MA Abdelkareem, A Qaisar, ET Sayed, N Shehata… - Energy, 2024 - Elsevier
Metal-organic frameworks (MOFs) have enticed huge interest over the years in a wide range
of applications, including electrochemical energy storage/conversion devices, due to their …

Water transport in reverse osmosis membranes is governed by pore flow, not a solution-diffusion mechanism

L Wang, J He, M Heiranian, H Fan, L Song, Y Li… - Science …, 2023 - science.org
We performed nonequilibrium molecular dynamics (NEMD) simulations and solvent
permeation experiments to unravel the mechanism of water transport in reverse osmosis …

Air-stable Cu (I) metal–organic framework for hydrogen storage

D Sengupta, P Melix, S Bose, J Duncan… - Journal of the …, 2023 - ACS Publications
Metal–organic frameworks (MOFs) that contain open metal sites have the potential for
storing hydrogen (H2) at ambient temperatures. In particular, Cu (I)-based MOFs …

Gas adsorption and framework flexibility of CALF-20 explored via experiments and simulations

R Oktavian, R Goeminne, LT Glasby, P Song… - Nature …, 2024 - nature.com
In 2021, Svante, in collaboration with BASF, reported successful scale up of CALF-20
production, a stable MOF with high capacity for post-combustion CO2 capture which exhibits …

Optimal binding affinity for sieving separation of propylene from propane in an oxyfluoride anion-based metal–organic framework

Y **e, Y Shi, EM Cedeño Morales… - Journal of the …, 2023 - ACS Publications
Highly efficient adsorptive separation of propylene from propane offers an ideal alternative
method to replace the energy-intensive cryogenic distillation technology. Molecular sieving …

The physical basis for solvent flow in organic solvent nanofiltration

H Fan, J He, M Heiranian, W Pan, Y Li… - Science Advances, 2024 - science.org
Organic solvent nanofiltration (OSN) is an emerging membrane technology that could
revolutionize chemical separations in numerous vital industries. Despite its significance …

Performance-based screening of porous materials for carbon capture

AH Farmahini, S Krishnamurthy, D Friedrich… - Chemical …, 2021 - ACS Publications
Computational screening methods have changed the way new materials and processes are
discovered and designed. For adsorption-based gas separations and carbon capture, recent …

DFT-Quality adsorption simulations in metal–organic frameworks enabled by machine learning Potentials

R Goeminne, L Vanduyfhuys… - Journal of Chemical …, 2023 - ACS Publications
Nanoporous materials such as metal–organic frameworks (MOFs) have been extensively
studied for their potential for adsorption and separation applications. In this respect, grand …

Methane adsorption of nanocomposite shale in the presence of water: Insights from molecular simulations

S Babaei, H Ghasemzadeh, S Tesson - Chemical Engineering Journal, 2023 - Elsevier
Accurately predicting gas adsorption in shale gas is essential for estimating production
capacity and optimizing extraction processes. However, the complex nature of shale …