# PINN surrogate of Li-ion battery models for parameter inference, Part II: Regularization and application of the pseudo-2D model

> Research article (Journal of Energy Storage, 2024) · cited 21× · AI/ML

**Wikidata**: [openalex:W4401125186](https://www.wikidata.org/wiki/openalex:W4401125186)  
**Source**: https://4ort.xyz/entity/pinn-surrogate-of-li-ion-battery-models-for-parameter-inference-part-ii-regularization-and-application-of-the-pseudo-2d-