A theory-embedded neural network layer built from Flory-Huggins and scaling-law terms reproduces and extends phase diagrams for polymer solutions and diblock copolymer melts.
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Phase diagrams of polymer-containing liquid mixtures with a theory-embedded neural network
A theory-embedded neural network layer built from Flory-Huggins and scaling-law terms reproduces and extends phase diagrams for polymer solutions and diblock copolymer melts.