A Comparative Analysis of Battery Performance Prediction Models
Abstract
Battery modeling is essential for understanding degradation mechanisms, tracking State of Health (SOH), and forecasting Remaining Useful Life (RUL).The article presents a systematic analysis of model classes based on criteria such as accuracy, data requirements, uncertainty, quantification, robustness, computation cost, and interpretability.Key features, limitations, and challenges are summarized for different classes of battery models.
Fields of Study & Subjects
Advanced Battery Technologies Research
Advancements in Battery Materials
Control Systems and Identification
Publication details
- Journal / source
- Engineering Sciences
- Volume
- LXII
- Issue
- 4
- Publication date
- 5 January 2026