Work

Humanoid Motion Generation in Complex 3D Environments

Year: 2025
Type: article
Abstract: We address the problem of humanoid locomotion in a 3D environment composed of planar regions with arbitrary inclination and elevation, which includes staircases, ramps, and multi‑floor layouts. The proposed framework couples an off‑line randomized footstep planner with an on‑line control pipeline comprising a model predictive controller and a whole‑body controller which provides the robot torque commands. The planner efficiently explores the environment without predefined motion primitives and returns the highest-quality plan it can find within a user‑specified time budget, while the control layer ensures dynamic balance and adequate ground friction. The complete pipeline is evaluated in MuJoCo using the JVRC1 humanoid across four scenarios of increasing complexity.
Source: Robotics
Language: English
Open Access status: gold
Estimated APC paid: $2,172
OpenAlex ID: W4411338157
FWCI: 0.235
Cites: 18
Cited by: 1
Related to: 10