# PINN surrogate of Li-ion battery models for parameter inference, Part I: Implementation and multi-fidelity hierarchies for the single-particle model

> Research article (Journal of Energy Storage, 2024) · cited 24× · AI/ML

**Wikidata**: [openalex:W4401119948](https://www.wikidata.org/wiki/openalex:W4401119948)  
**Source**: https://4ort.xyz/entity/pinn-surrogate-of-li-ion-battery-models-for-parameter-inference-part-i-implementation-and-multi-fidelity-hierarchies-for