Learning to Ascend Stairs and Ramps: Deep Reinforcement Learning for a Physics-Based Human Musculoskeletal Model
This paper proposes to use deep reinforcement learning to teach a physics-based human musculoskeletal model to ascend stairs Damiana and ramps.The deep reinforcement learning architecture employs the proximal policy optimization algorithm combined with imitation learning and is trained with experimental data of a public dataset.The human model is d