A combination of data-based models for modeling battery power dynamics is proposed.
The Takacs hysteresis model is used to describe major and minor hysteresis loops.
The state of charge can be estimated within the proposed battery model.
A recursive Instrumental-Variable method is applied for parameter identification.
The model aims to be applied for battery systems in an electric grid.