Nanometer scale imaging to develop quantitative descriptors of bipolar membrane junction structure

M Maria Kelly E Emily R. Dunn E Ellis A. Spickermann J Josephine N. Gruber C César A. Lasalde-Ramírez P P. N. Romero Zavala Éowyn Lucas A Ankur Gupta H Harry A. Atwater W Wilson A. Smith

Abstract

Abstract Swings in pH can be achieved by electrically polarizing a bipolar membrane (BPM) to drive water dissociation at the BPM junction for electrochemical conversion and separation processes. BPM junction design is critical to tailor performance for specific applications; however, characterization techniques capable of resolving the nanometer scale physical structure of the junction are limited. We present sample preparation, imaging, and analysis workflows that are adaptable to a variety of BPM junction architectures. Atomic force microscopy produces BPM junction images with nanometer scale lateral resolution for samples with and without a graphene oxide water dissociation catalyst in the junction. Subsequent image segmentation and analysis quantify line edge roughness and catalyst layer thickness as descriptors of junction structure. Comparison of pre- and post-electrodialysis junctions suggests electric field-induced alignment of catalyst particles during electrodialysis. This characterization workflow can inform manufacturing protocols, computational modeling, and failure mode analysis for next-generation BPMs.

Article Details

Volume / Issue Vol. 1, Issue 1
Published July 01, 2026
ISSN 2045-2322
Publisher Nature Portfolio

Journal Info

Scientific Reports

Nature Portfolio

ISSN: 2045-2322 Open Access Life Sciences

Authors (10)

M

Maria Kelly

E

Emily R. Dunn

E

Ellis A. Spickermann

J

Josephine N. Gruber

C

César A. Lasalde-Ramírez

P

P. N. Romero Zavala

Éowyn Lucas

A

Ankur Gupta

H

Harry A. Atwater

W

Wilson A. Smith