Energy management system optimization based on an LSTM deep learning model using vehicle speed prediction

•Deep neural networks optimize EMS of HEV through driving pattern recognition.•Real-time capable control strategy.•Strategy robustness assessed on real-world driving cycles.•Strategy achieves sub-optimal fuel consumption.