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Machine learning reveals key ion selectivity mechanisms in polymeric membranes with subnanometer pores

Cody L. Ritt, Mingjie Liu, Tuan Anh Pham, Razi Epsztein, Heather J. Kulik, Menachem Elimelech

2022Science Advances123 citationsDOIOpen Access PDF

Abstract

, despite the relatively uncharged state of cellulose acetate. Our work presents an approach for studying ion transport across nanoporous membranes that could enable the design of ion-selective membranes.

Topics & Concepts

MembraneSelectivityKey (lock)IonNanotechnologyMaterials scienceChemistryBiophysicsComputer scienceBiochemistryBiologyOrganic chemistryComputer securityCatalysisFuel Cells and Related MaterialsNanopore and Nanochannel Transport StudiesMembrane-based Ion Separation Techniques