Researchers have developed a multi-fidelity framework for lithium-ion battery lifespan prediction that combines coupled degradation mechanisms with machine learning, aiming to improve early prediction ...

A new open-access review finds that machine learning and deep learning models using real-time sensor data improve electric vehicle remaining driving range estimation, while interpretability and ...

illustrating the comprehensive zero-shot benchmark of 19 universal machine learning interatomic potentials and the dominant impact of training data composition for surface energy prediction. A ...