Estimating battery state of charge using recurrent and non-recurrent neural networks

•Developed feedforward & recurrent neural network state of charge estimators•Memory effectively added to feedforward network through filtered inputs•Performance evaluated from -10°C to 25°C for automotive drive cycles•Microprocessor execution time measured for both network types•Datasets and neural network training code freely available to download