Bridging the Gap: Electrode Microstructure and Interphase Characterization by Combining ToF-SIMS and Machine Learning

Datum

2023

Betreuer/Gutachter

Weitere Beteiligte

Herausgeber

Zeitschriftentitel

ISSN der Zeitschrift

Bandtitel

Verlag

Zusammenfassung

This article presents a new analytical methodology to analyze large (hundreds of µm) battery electrode microstructures by mapping the spatial distribution of the main phases (e.g., active material and carbon-binder domain) and degradation products (solid- or cathode-electrolyte interphase) formed during cycling. The methodology can be used for a better understanding of the relationships between electrode architecture and degradation, paving the way toward the analysis of interphases spatial distribution and their correlations to the electrode formulation, microstructure, and cycling conditions. This work is based on time-of-flight secondary ion mass spectrometry (ToF-SIMS), and focuses on analyzing large 2D electrode cross-sections at both the microstructure and single particle/agglomerate level. It also shows that this analysis can be expanded to 3D electrode microstructures when combining ToF-SIMS and devoted machine learning procedures, which can be of particular interest to the 3D electrochemical modeling community.

Beschreibung

Inhaltsverzeichnis

Anmerkungen

Erstpublikation in

Advanced materials interfaces 10 (2023), 1 - 8, 2300640

Sammelband

Forschungsdaten

Schriftenreihe

Erstpublikation in

Zitierform