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SurfPro – a curated database and predictive model of experimental properties of surfactants

Stefan Hödl, Luc Hermans, Pim Dankloff, Aigars Piruska, Wilhelm T. S. Huck, William E. Robinson

2025Digital Discovery9 citationsDOIOpen Access PDF

Abstract

SurfPro is a database of 1624 surfactants and their experimental properties. To address missing property values in this database, graph neural network ensembles were trained for multi-property prediction to impute values for all missing properties.

Topics & Concepts

DatabaseComputer scienceMaterial Properties and Processing
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