Learning Energy-Efficient Air-Ground Actuation for Hybrid Robots on Stair-Like Terrain
An energy-aware reinforcement learning framework that jointly commands wheels, tilt servos and propellers through a single continuous policy, without prescribing locomotion modes is presented.