Embodied neuromorphic intelligence

C Bartolozzi, G Indiveri, E Donati - Nature communications, 2022 - nature.com
The design of robots that interact autonomously with the environment and exhibit complex
behaviours is an open challenge that can benefit from understanding what makes living …

Legged locomotion in challenging terrains using egocentric vision

A Agarwal, A Kumar, J Malik… - Conference on robot …, 2023 - proceedings.mlr.press
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 …

Learning robust perceptive locomotion for quadrupedal robots in the wild

T Miki, J Lee, J Hwangbo, L Wellhausen, V Koltun… - Science robotics, 2022 - science.org
Legged robots that can operate autonomously in remote and hazardous environments will
greatly increase opportunities for exploration into underexplored areas. Exteroceptive …

Perceptive locomotion through nonlinear model-predictive control

R Grandia, F Jenelten, S Yang… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Dynamic locomotion in rough terrain requires accurate foot placement, collision avoidance,
and planning of the underactuated dynamics of the system. Reliably optimizing for such …

Robot parkour learning

Z Zhuang, Z Fu, J Wang, C Atkeson… - arXiv preprint arXiv …, 2023 - arxiv.org
Parkour is a grand challenge for legged locomotion that requires robots to overcome various
obstacles rapidly in complex environments. Existing methods can generate either diverse …

Deepgait: Planning and control of quadrupedal gaits using deep reinforcement learning

V Tsounis, M Alge, J Lee, F Farshidian… - IEEE Robotics and …, 2020 - ieeexplore.ieee.org
This letter addresses the problem of legged locomotion in non-flat terrain. As legged robots
such as quadrupeds are to be deployed in terrains with geometries which are difficult to …

Offline motion libraries and online MPC for advanced mobility skills

M Bjelonic, R Grandia, M Geilinger… - … Journal of Robotics …, 2022 - journals.sagepub.com
We describe an optimization-based framework to perform complex locomotion skills for
robots with legs and wheels. The generation of complex motions over a long-time horizon …

Elevation mapping for locomotion and navigation using gpu

T Miki, L Wellhausen, R Grandia… - 2022 IEEE/RSJ …, 2022 - ieeexplore.ieee.org
Perceiving the surrounding environment is crucial for autonomous mobile robots. An
elevation map provides a memory-efficient and simple yet powerful geometric represen …

TAMOLS: Terrain-aware motion optimization for legged systems

F Jenelten, R Grandia, F Farshidian… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Terrain geometry is, in general, nonsmooth, nonlinear, nonconvex, and, if perceived through
a robot-centric visual unit, appears partially occluded and noisy. This article presents the …

Coupling vision and proprioception for navigation of legged robots

Z Fu, A Kumar, A Agarwal, H Qi… - Proceedings of the …, 2022 - openaccess.thecvf.com
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 …