Orientational Ordering of Graphene Oxide Membranes by a Spin Probe Technique and SEM Image Analysis

Marnautov, Nikolai A. and Matveev, Mikhail V. and Gulin, Alexander A. and Kálai, Tamás and Bognár, Balázs (2024) Orientational Ordering of Graphene Oxide Membranes by a Spin Probe Technique and SEM Image Analysis. THE JOURNAL OF PHYSICAL CHEMISTRY C : A JOURNAL OF THE AMERICAN CHEMICAL SOCIETY. pp. 1-8. ISSN 1932-7447 (print); 1932-7455 (online)

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Abstract

This study introduces a method for the quantitative analysis of cross-section scanning electron micrographs of graphene oxide membranes. This method involves the segmentation of micrographs using a neural network built on the UNet architecture that was trained on synthetic data. Subsequently, the OrientLayer algorithm is applied to calculate the orientational order parameters of lamellae forming a membrane. The lamellae ordering was compared with the ordering of the oxidized graphene planes determined by using the spin probe technique. High prospects for the joint application of scanning electron microscopy and electron paramagnetic resonance techniques to study the internal structure of graphene oxide membranes were discussed.

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