[HTML][HTML] Recent advances in computational modeling of MOFs: From molecular simulations to machine learning

H Demir, H Daglar, HC Gulbalkan, GO Aksu… - Coordination Chemistry …, 2023 - Elsevier
The reticular chemistry of metal–organic frameworks (MOFs) allows for the generation of an
almost boundless number of materials some of which can be a substitute for the traditionally …

Efficient removal of greenhouse gases: machine learning-assisted exploration of metal–organic framework space

R **: Ready for prime time
J Wang, K Tian, D Li, M Chen, X Feng, Y Zhang… - Separation and …, 2023 - Elsevier
Membrane technology is a promising next-generation gas separation technology and has
drawn tremendous research interest during the past decades. Despite the advanced …

Interpretable Machine‐Learning and Big Data Mining to Predict Gas Diffusivity in Metal‐Organic Frameworks

S Guo, X Huang, Y Situ, Q Huang, K Guan… - Advanced …, 2023 - Wiley Online Library
For gas separation and catalysis by metal‐organic frameworks (MOFs), gas diffusion has a
substantial impact on the process' overall rate, so it is necessary to determine the molecular …

Integrating Molecular Simulations with Machine Learning Guides in the Design and Synthesis of [BMIM][BF4]/MOF Composites for CO2/N2 Separation

H Daglar, HC Gulbalkan, N Habib… - … Applied Materials & …, 2023 - ACS Publications
Considering the existence of a large number and variety of metal–organic frameworks
(MOFs) and ionic liquids (ILs), assessing the gas separation potential of all possible IL/MOF …

Challenges and solutions to the scale-up of porous materials

M Nazari, F Zadehahmadi, MM Sadiq… - Communications …, 2024 - nature.com
With increasing pace, crystalline open frameworks are moving to larger scale, mature
applications that stretch as broadly as catalysis, separation, water purification, adsorption …

Unified roadmap for ZIF-8 nucleation and growth: machine learning analysis of synthetic variables and their impact on particle size and morphology

JA Allegretto, D Onna, SA Bilmes… - Chemistry of …, 2024 - ACS Publications
Metal–organic frameworks (MOFs) have settled in the scientific community over the last
decades as versatile materials with several applications. Among those, zeolitic imidazolate …