keywords Energy management Energy management system (EMS) Engineering Engineering, Electrical & Electronic Lagrange relaxation Mechanical power transmission OF-THE-ART Optimization Real-time systems Reinforcement learning Safety Science & Technology Technology Transportation Transportation Science & Technology failsafe policy hybrid electric vehicle (HEV) physics-informed exploration (PIE) prioritized experience replay (PER) real-time implementation safe reinforcement learning (RL) safety critic safety layer