130 citations · 330 across the 11 of their papers we have counts for
5 papers · 1 filter
Data-driven nonparametric Li-ion battery ageing model aiming at learning from real operation data -- Part A: Storage operation
Lucu M., Martinez-Laserna E., Gandiaga I. +4
Conventional Li-ion battery ageing models, such as electrochemical, semi-empirical and empirical models, require a significant amount of time and experimental resources to provide…
Frequency domain parametric estimation of fractional order impedance models for Li-ion batteries
Freja Vandeputte, Noël Hallemans, Jishnu Ayyangatu Kuzhiyil +3
The impedance of a Li-ion battery contains information about its state of charge (SOC), state of health (SOH) and remaining useful life (RUL). Commonly, electrochemical impedance s…
Electrochemical impedance spectroscopy beyond linearity and stationarity - a critical review
Noël Hallemans, David Howey, Alberto Battistel +7
Electrochemical impedance spectroscopy (EIS) is a widely used experimental technique for characterising materials and electrode reactions by observing their frequency-dependent imp…
State of Health Estimation of Lithium-Ion Batteries in Vehicle-to-Grid Applications Using Recurrent Neural Networks for Learning the Impact of Degradation Stress Factors
Kotub Uddin, James Schofield, W. Dhammika Widanage
This work presents an effective state of health indicator to indicate lithium-ion battery degradation based on a long short-term memory (LSTM) recurrent neural network (RNN) couple…
Comparison of several data-driven nonlinear system identification methods on a simplified glucoregulatory system example
Anna Marconato, Maarten Schoukens, Koen Tiels +3
In this paper, several advanced data-driven nonlinear identification techniques are compared on a specific problem: a simplified glucoregulatory system modeling example. This probl…