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This framework reveals how microstructural variations affect electrochemical performance in polymeric separators, suggesting improved designs for batteries.
Polymeric Separators To mitigate thermal distortion of the separator microstructure during characterization, a digital twin framework for polymeric separators was developed by extracting structural parameters from 2D images, stochastically generating virtual microstructures, and predicting electrochemical performance. By independently varying key structural parameters, the framework reveals how microstructural variations influence ion transport, enabling the rational design of separator structures for batteries and beyond. More in article number e05319, Wan-Keun Kim, Yong Min Lee, and co-workers.
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Shin et al. (2026) studied this question.
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