The integration of deep reinforcement learning with PD control in humanoid robots enhances gait stability and patient comfort during lower limb rehabilitation.

Abstract: In the process of photoelectric sensor signal transmission, environmental fluctuations and temperature variations introduce noise. It cause signal distortion and return waveform distortion.