most citedPhase diagrams of polymer-containing liquid mixtures with a theory-embedded neural network

13 citations · 13 across the 1 of their papers we have counts for

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1 paper

cond-mat.soft2019★ 13 cited

Phase diagrams of polymer-containing liquid mixtures with a theory-embedded neural network

Issei Nakamura

We develop a deep neural network (DNN) that accounts for the phase behaviors of polymer-containing liquid mixtures. The key component in the DNN consists of a theory-embedded layer…