2 papers
cs.LG2026
Comparative Study of Neural Surrogate Architectures for Autoregressive Prediction of Internal Battery States
Gihyun Lee, Thorben Menne, Simon Olma +2
The Doyle-Fuller-Newman (DFN) model resolves internal electrochemical states in lithium-ion batteries with high fidelity. However, the numerical solution of its governing equations…
eess.SY2024
To Balance or to Not? Battery Aging-Aware Active Cell Balancing for Electric Vehicles
Enrico Fraccaroli, Seongik Jang, Logan Stach +3
Due to manufacturing variabilities and temperature gradients within an electric vehicle's battery pack, the capacities of cells in it decrease differently over time. This reduces t…