2 papers
cs.LG2025
On-site estimation of battery electrochemical parameters via transfer learning based physics-informed neural network approach
Josu Yeregui, Iker Lopetegi, Sergio Fernandez +2
This paper presents a novel physical parameter estimation framework for on-site model characterization, using a two-phase modelling strategy with Physics-Informed Neural Networks (…
eess.SY2024
Electrode SOC and SOH estimation with electrode-level ECMs
Iker Lopetegi, Sergio Fernandez, Gregory L. Plett +2
Being able to predict battery internal states that are related to battery degradation is a key aspect to improve battery lifetime and performance, enhancing cleaner electric transp…