# Integrating crystal structure and numerical data for predictive models of lithium-ion battery materials: A modified crystal graph convolutional neural networks approach

> Research article (Journal of Energy Storage, 2023) · cited 11× · AI/ML

**Wikidata**: [openalex:W4390427097](https://www.wikidata.org/wiki/openalex:W4390427097)  
**Source**: https://4ort.xyz/entity/integrating-crystal-structure-and-numerical-data-for-predictive-models-of-lithium-ion-battery-materials-a-modified-cryst