Liang Yan

Sensorless variable impedance control of robot joints with 3K gear reducers based on hybrid dynamics model and meta-policy optimization

Achieving both high-precision trajectory tracking and compliant physical interaction in collaborative robot joints equipped with 3K planetary gear reducers remains challenging under torque-sensorless conditions. This paper proposes a physics-informed data-driven joint dynamics modeling method and an associated meta-pol...