# An integration framework based on deep learning and CFD for early detection of lithium-ion battery thermal runaway

> Research article (Applied Thermal Engineering, 2025) · cited 18× · AI/ML

**Wikidata**: [openalex:W4409776671](https://www.wikidata.org/wiki/openalex:W4409776671)  
**Source**: https://4ort.xyz/entity/an-integration-framework-based-on-deep-learning-and-cfd-for-early-detection-of-lithium-ion-battery-thermal-runaway