We propose an effective whole-body MPC controller for locomotion of humanoid robots. Our method generates motions using the full kinematics, allowing it to account for joint limits and to exploit upper-body motions to reject disturbances. Each MPC iteration solves a single QP that considers the interplay between dynamic and kinematic features of the robot. Thanks to our special formulation, we are able to perform a feasibility analysis, which opens the door to future enhancements of functionality and performance, e.g., step adaptation in complex environments. We demonstrate its effectiveness through a campaign of dynamic simulations aimed at highlighting how the joint limits and the use of the angular momentum through upper-body motions are fundamental for maximizing performance, robustness, and ultimately make the robot able to execute more challenging gaits.
Joint-level IS-MPC: a whole-body MPC with centroidal feasibility for humanoid locomotion / Belvedere, Tommaso; Scianca, Nicola; Lanari, Leonardo; Oriolo, Giuseppe. - (2024), pp. 11240-11247. ( 2024 IEEE/RSJ International Conference on Intelligent Robots and Systems, IROS 2024 Abu Dhabi ,UAE ) [10.1109/IROS58592.2024.10801628].
Joint-level IS-MPC: a whole-body MPC with centroidal feasibility for humanoid locomotion
Tommaso Belvedere
;Nicola Scianca;Leonardo Lanari;Giuseppe Oriolo
2024
Abstract
We propose an effective whole-body MPC controller for locomotion of humanoid robots. Our method generates motions using the full kinematics, allowing it to account for joint limits and to exploit upper-body motions to reject disturbances. Each MPC iteration solves a single QP that considers the interplay between dynamic and kinematic features of the robot. Thanks to our special formulation, we are able to perform a feasibility analysis, which opens the door to future enhancements of functionality and performance, e.g., step adaptation in complex environments. We demonstrate its effectiveness through a campaign of dynamic simulations aimed at highlighting how the joint limits and the use of the angular momentum through upper-body motions are fundamental for maximizing performance, robustness, and ultimately make the robot able to execute more challenging gaits.| File | Dimensione | Formato | |
|---|---|---|---|
|
Belvedere_Joint-Level_2024.pdf
solo gestori archivio
Tipologia:
Versione editoriale (versione pubblicata con il layout dell'editore)
Licenza:
Tutti i diritti riservati (All rights reserved)
Dimensione
4.06 MB
Formato
Adobe PDF
|
4.06 MB | Adobe PDF | Contatta l'autore |
|
Belvedere_postprint_Joint-Level_2024.pdf
accesso aperto
Note: DOI: 10.1109/IROS58592.2024.10801628
Tipologia:
Documento in Post-print (versione successiva alla peer review e accettata per la pubblicazione)
Licenza:
Creative commons
Dimensione
4.09 MB
Formato
Adobe PDF
|
4.09 MB | Adobe PDF |
I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.


