# A double-layer ring-structured equalizer for series-connected lithium-ion battery pack based on model predictive control

> Research article (Journal of Energy Storage, 2023) · cited 12× · AI/ML

**Wikidata**: [openalex:W4389739965](https://www.wikidata.org/wiki/openalex:W4389739965)  
**Source**: https://4ort.xyz/entity/a-double-layer-ring-structured-equalizer-for-series-connected-lithium-ion-battery-pack-based-on-model-predictive-control
