Extreme parkour with legged robots
Humans can perform parkour by traversing obstacles in a highly dynamic fashion requiring
precise eye-muscle coordination and movement. Getting robots to do the same task requires …
precise eye-muscle coordination and movement. Getting robots to do the same task requires …
Legged locomotion in challenging terrains using egocentric vision
Animals are capable of precise and agile locomotion using vision. Replicating this ability
has been a long-standing goal in robotics. The traditional approach has been to decompose …
has been a long-standing goal in robotics. The traditional approach has been to decompose …
Deep whole-body control: learning a unified policy for manipulation and locomotion
An attached arm can significantly increase the applicability of legged robots to several
mobile manipulation tasks that are not possible for the wheeled or tracked counterparts. The …
mobile manipulation tasks that are not possible for the wheeled or tracked counterparts. The …
Neural volumetric memory for visual locomotion control
Legged robots have the potential to expand the reach of autonomy beyond paved roads. In
this work, we consider the difficult problem of locomotion on challenging terrains using a …
this work, we consider the difficult problem of locomotion on challenging terrains using a …
Coupling vision and proprioception for navigation of legged robots
We exploit the complementary strengths of vision and proprioception to develop a point-goal
navigation system for legged robots, called VP-Nav. Legged systems are capable of …
navigation system for legged robots, called VP-Nav. Legged systems are capable of …
Advanced skills by learning locomotion and local navigation end-to-end
The common approach for local navigation on challenging environments with legged robots
requires path planning, path following and locomotion, which usually requires a locomotion …
requires path planning, path following and locomotion, which usually requires a locomotion …
Next generation legged robot locomotion: A review on control techniques
The next generation of autonomous-legged robots will herald a new era in the fields of
manufacturing, healthcare, terrain exploration, and surveillance. We can expect significant …
manufacturing, healthcare, terrain exploration, and surveillance. We can expect significant …
Visual cpg-rl: Learning central pattern generators for visually-guided quadruped locomotion
G Bellegarda, M Shafiee… - 2024 IEEE International …, 2024 - ieeexplore.ieee.org
We present a framework for learning visually-guided quadruped locomotion by integrating
exteroceptive sensing and central pattern generators (CPGs), ie systems of coupled …
exteroceptive sensing and central pattern generators (CPGs), ie systems of coupled …
Learning torque control for quadrupedal locomotion
Reinforcement learning (RL) has become a promising approach to developing controllers
for quadrupedal robots. Conventionally, an RL design for locomotion follows a position …
for quadrupedal robots. Conventionally, an RL design for locomotion follows a position …
Hybrid internal model: Learning agile legged locomotion with simulated robot response
Robust locomotion control depends on accurate state estimations. However, the sensors of
most legged robots can only provide partial and noisy observations, making the estimation …
most legged robots can only provide partial and noisy observations, making the estimation …