63 citations · 64 across the 7 of their papers we have counts for
12 papers · 1 filter
Learning Dynamic Bipedal Walking Across Stepping Stones
Helei Duan, Ashish Malik, Mohitvishnu S. Gadde +3
In this work, we propose a learning approach for 3D dynamic bipedal walking when footsteps are constrained to stepping stones. While recent work has shown progress on this problem,…
Sim-to-Real Learning for Bipedal Locomotion Under Unsensed Dynamic Loads
Jeremy Dao, Kevin Green, Helei Duan +2
Recent work on sim-to-real learning for bipedal locomotion has demonstrated new levels of robustness and agility over a variety of terrains. However, that work, and most prior bipe…
Motion Planning for Agile Legged Locomotion using Failure Margin Constraints
Kevin Green, John Warila, Ross L. Hatton +1
The complex dynamics of agile robotic legged locomotion requires motion planning to intelligently adjust footstep locations. Often, bipedal footstep and motion planning use mathema…
Sim-to-Real Learning of Footstep-Constrained Bipedal Dynamic Walking
Helei Duan, Ashish Malik, Jeremy Dao +5
Recently, work on reinforcement learning (RL) for bipedal robots has successfully learned controllers for a variety of dynamic gaits with robust sim-to-real demonstrations. In orde…
Blind Bipedal Stair Traversal via Sim-to-Real Reinforcement Learning
Jonah Siekmann, Kevin Green, John Warila +2
Accurate and precise terrain estimation is a difficult problem for robot locomotion in real-world environments. Thus, it is useful to have systems that do not depend on accurate es…
Learning Task Space Actions for Bipedal Locomotion
Helei Duan, Jeremy Dao, Kevin Green +3
Recent work has demonstrated the success of reinforcement learning (RL) for training bipedal locomotion policies for real robots. This prior work, however, has focused on learning…