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A mechanism-guided inverse engineering framework to unlock design principles of H-bonded organic frameworks for gas separation

Yong Qiu, Lei Wang, Letian Chen, Yun Tian, Zhen Zhou, Jianzhong Wu

2025Chemical Science7 citationsDOIOpen Access PDF

Abstract

). This work not only provides the first large-scale HOF database, but also demonstrates the enhanced machine learning interpretability of our model-driven iterative inverse design framework, offering new insights into the rational design of nanoporous materials for gas separation.

Topics & Concepts

Mechanism (biology)Metal-organic frameworkInverseNanotechnologyGas separationBiochemical engineeringComputer scienceSystems engineeringChemistryMaterials scienceEngineeringPhysicsOrganic chemistryMathematicsQuantum mechanicsBiochemistryGeometryAdsorptionMembraneMetal-Organic Frameworks: Synthesis and ApplicationsCovalent Organic Framework ApplicationsSupramolecular Chemistry and Complexes
A mechanism-guided inverse engineering framework to unlock design principles of H-bonded organic frameworks for gas separation | Litcius