# Physics-guided TL-LSTM network for early-stage degradation trajectory prediction of lithium-ion batteries

> Research article (Journal of Energy Storage, 2024) · cited 35× · AI/ML

**Wikidata**: [openalex:W4404856624](https://www.wikidata.org/wiki/openalex:W4404856624)  
**Source**: https://4ort.xyz/entity/physics-guided-tl-lstm-network-for-early-stage-degradation-trajectory-prediction-of-lithium-ion-batteries