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Multi-objective optimization strategy for green solvent design <i>via</i> a deep generative model learned from pre-set molecule pairs

Jun Zhang, Qin Wang, Huaqiang Wen, Vincent Gerbaud, Saimeng Jin, Weifeng Shen

2023Green Chemistry16 citationsDOIOpen Access PDF

Abstract

Green solvent design is usually a multi-objective optimization problem that requires identification of a set of solvent molecules to balance multiple, often trade-off, properties.

Topics & Concepts

SolventSet (abstract data type)MoleculeComputer scienceGenerative grammarChemistryMathematical optimizationBiochemical engineeringCombinatorial chemistryOrganic chemistryMathematicsArtificial intelligenceEngineeringProgramming languageComputational Drug Discovery MethodsChemistry and Chemical EngineeringProcess Optimization and Integration