Using Flory–Huggins-informed human-in-the-loop Bayesian optimization to map the phase diagram of polymer blends

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Authors: Justin C. Hughes, Dylan J. York, Kevin G. Yager, Chinedum O. Osuji, Russell J. Composto
Cited by: 2
References: 34

Abstract

Integrating Flory–Huggins theory into a Bayesian optimization workflow enhances the objectivity of mapping phase behavior in polymer blends.

Fields of Study & Subjects

Machine Learning in Materials Science Block Copolymer Self-Assembly Polymer crystallization and properties

Publication details

Journal / source
Digital Discovery
Publisher
Royal Society of Chemistry (RSC)
Volume
5
Issue
4
Pages
1675–1688
Publication date
1 January 2026
Language
EN