**2. Methodology**

In this section, we introduce NODEs and explain how to use them for modelling dynamic systems. We present an ECM of a lithium-ion battery and derive the GB model from the ECM. Furthermore, we describe the initialisation, normalisation and training procedures as well as the experimental basis used for training and testing.
