Large Models for Battery Prognostics and Health Management: A Review and Future Roadmap

Explain Like I'm Normal

Researchers are proposing a shift from traditional physics models to Large Models (LMs) for managing battery life and safety. By using self-supervised pre-training on massive sensor datasets, these models can predict failure and optimize charging across different devices better than task-specific AI. This signals the expansion of the 'Foundational Model' paradigm into heavy industrial hardware and energy storage.