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robust locomotion
Towards Standardized Disturbance Rejection Testing of Legged Robot Locomotion with Linear Impactor: A Preliminary Study, Observations, and Implications
Dynamic locomotion in legged robots is close to industrial collaboration, but a lack of standardized testing obstructs …
Bowen Weng
,
Guillermo A Castillo
,
Yun-Seok Kang
,
Ayonga Hereid
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IEEE
Linear policies are sufficient to realize robust bipedal walking on challenging terrains
In this work, we demonstrate robust walking in the bipedal robot Digit on uneven terrains by just learning a single linear policy. In …
Lokesh Krishna
,
Guillermo A Castillo
,
Utkarsh A Mishra
,
Ayonga Hereid
,
Shishir Kolathaya
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IEEE
Reinforcement learning-based cascade motion policy design for robust 3D bipedal locomotion
This paper presents a novel reinforcement learning (RL) framework to design cascade feedback control policies for 3D bipedal …
Guillermo A Castillo
,
Bowen Weng
,
Wei Zhang
,
Ayonga Hereid
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IEEE
Learning linear policies for robust bipedal locomotion on terrains with varying slopes
In this paper, with a view toward deployment of light-weight control frameworks for bipedal walking robots, we realize end-foot …
Lokesh Krishna
,
Utkarsh A Mishra
,
Guillermo A Castillo
,
Ayonga Hereid
,
Shishir Kolathaya
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Video
IEEE
Robust feedback motion policy design using reinforcement learning on a 3d digit bipedal robot
In this paper, a hierarchical and robust framework for learning bipedal locomotion is presented and successfully implemented on the 3D …
Guillermo A Castillo
,
Bowen Weng
,
Wei Zhang
,
Ayonga Hereid
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IEEE
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