Learning push recovery behaviors for humanoid walking using deep reinforcement learning

DC Melo, MROA Maximo, AM da Cunha - Journal of Intelligent & Robotic …, 2022 - Springer
The development of a robust and versatile biped walking engine might be considered one of
the hardest problems in Mobile Robotics. Even well-developed cities contains obstacles that …

Online learning of a full body push recovery controller for omnidirectional walking

SJ Yi, BT Zhang, D Hong… - 2011 11th IEEE-RAS …, 2011 - ieeexplore.ieee.org
Bipedal humanoid robots are inherently unstable to external perturbations, especially when
they are walking on uneven terrain in the presence of unforeseen collisions. In this paper …

Robot learning

J Peters, DD Lee, J Kober, D Nguyen-Tuong… - Springer Handbook of …, 2016 - Springer
Abstract Machine learning offers to robotics a framework and set of tools for the design of
sophisticated and hard-to-engineer behaviors; conversely, the challenges of robotic …

Push recovery control for humanoid robot using reinforcement learning

H Kim, D Seo, D Kim - 2019 Third IEEE International …, 2019 - ieeexplore.ieee.org
A humanoid robot similar to a human is structurally unstable, so the push recovery control is
essential. The proposed push recovery controller consists of a IMU sensor part, a highlevel …

Whole-body balancing walk controller for position controlled humanoid robots

SJ Yi, BT Zhang, D Hong, DD Lee - International Journal of …, 2016 - World Scientific
Bipedal humanoid robots are intrinsically unstable against unforeseen perturbations.
Conventional zero moment point (ZMP)-based locomotion algorithms can reject …

Push recovery strategies through deep reinforcement learning

DC Melo, MROA Máximo… - 2020 Latin American …, 2020 - ieeexplore.ieee.org
This work implements a Push Recovery controller that improves a walking engine used by a
humanoid simulated agent from RoboCup 3D Soccer Simulation League. Therefore, we …

Practical bipedal walking control on uneven terrain using surface learning and push recovery

SJ Yi, BT Zhang, D Hong… - 2011 IEEE/RSJ …, 2011 - ieeexplore.ieee.org
Bipedal walking in human environments is made difficult by the unevenness of the terrain
and by external disturbances. Most approaches to bipedal walking in such environments …

Stability region-based analysis of walking and push recovery control

WZ Peng, H Song, JH Kim - Journal of …, 2021 - asmedigitalcollection.asme.org
To achieve walking and push recovery successfully, a biped robot must be able to determine
if it can maintain its current contact configuration or transition into another one without falling …

[PDF][PDF] Push recovery of a quadrupedal robot in the flight phase of a long jump

B Bahceci, OK Adak, K Erbatur - International Journal of Mechanical …, 2022 - ijmerr.com
Legged robots are well-suited for operation in challenging natural environments, such as
steep obstacles or vast gaps in the ground. Aside from difficult terrain, robots may also …

A humanoid robot learns to recover perturbation during swinging motion

DH Tran, F Hamker, J Nassour - IEEE Transactions on Systems …, 2018 - ieeexplore.ieee.org
We present an approach on fall detection and recovery perturbation during humanoid robot
swinging. Reinforcement learning (Q-learning) is employed to explore relationship between …