Physical interpretation of early battery life prediction models
Using Fused Lasso and PLSR machine learning methods to develop physically interpretable models for predicting battery lifetime from the first few weeks of testing. The data set can be downloaded from https://iastate.figshare.com/articles/dataset/b_ISU-ILCC_Battery_Aging_Dataset_b/22582234.
Institutions
- National Laboratory of the Rockies (US)
- Technische Universität Darmstadt (DE)
Publication Details
- Journal
- Zenodo (CERN European Organization for Nuclear Research)
- Published
- 2024-12-05
- DOI
- https://doi.org/10.5281/zenodo.14285817
- Primary Topic
- Advanced Battery Technologies Research
- Type
- article
- Field-Weighted Citation Impact
- 0.00