The BRAIN Laboratory at the School of Robotics, Wuhan University utilized NOKOV motion capture system to acquire high-precision human martial arts movement data for humanoid robot reinforcement learning. Through large-scale motion data training and optimization, the humanoid robot was ultimately able to reproduce fluid and highly coordinated martial arts actions.