A class of Monotone Fuzzy rule-based Wiener systems with an application to Li-ion battery modelling

The main aim of the proposed models is to estimate different health parameters of rechargeable batteries for automotive use. For this practical application, FMWMs are shown to improve a selection of models with a varying degree of embedded domain knowledge, ranging from first-principles models to universal approximators.