# Integrating Machine Learning and Characterization in Battery Research: Toward Cognitive Digital Twins with Physics and Knowledge

> Research article (Advanced Functional Materials, 2025) · cited 19× · AI/ML

**Wikidata**: [openalex:W4407041217](https://www.wikidata.org/wiki/openalex:W4407041217)  
**Source**: https://4ort.xyz/entity/integrating-machine-learning-and-characterization-in-battery-research-toward-cognitive-digital-twins-with-physics-and-kn