Litcius/Paper detail

Inverse design of copolymers including stoichiometry and chain architecture

Gabriel Vogel, Jana M. Weber

2024Chemical Science15 citationsDOIOpen Access PDF

Abstract

Our generative AI model designs copolymers taking their complex hierarchical structure into account. We design the monomer chemistries, stoichiometric ratios, and chain architecture together, and optimise towards a desired property portfolio.

Topics & Concepts

CopolymerStoichiometryMonomerChain (unit)InverseComputer scienceMaterials scienceChemistryMathematicsOrganic chemistryPolymerPhysicsGeometryAstronomyMachine Learning in Materials ScienceAdvanced Polymer Synthesis and CharacterizationComputational Drug Discovery Methods