Title :
An optimized Linear Model Predictive Control solver for online walking motion generation
Author :
Dimitrov, Dimitar ; Wieber, Pierre-Brice ; Stasse, Olivier ; Ferreau, Hans Joachim ; Diedam, Holger
Author_Institution :
Orebro Univ., Orebro, Sweden
Abstract :
This article addresses the fast solution of a Quadratic Program underlying a Linear Model Predictive Control scheme that generates walking motions. We introduce an algorithm which is tailored to the particular requirements of this problem, and therefore able to solve it efficiently. Different aspects of the algorithm are examined, its computational complexity is presented, and a numerical comparison with an existing state of the art solver is made. The approach presented here, extends to other general problems in a straightforward way.
Keywords :
computational complexity; humanoid robots; legged locomotion; linear systems; motion control; predictive control; quadratic programming; robot dynamics; LMPC scheme; computational complexity; humanoid robot; linear model predictive control; online walking motion generation; optimized algorithm; quadratic program; robot dynamics; Computational complexity; Infinite horizon; Legged locomotion; Motion control; Nonlinear dynamical systems; Orbital robotics; Predictive control; Predictive models; Quadratic programming; Robotics and automation;
Conference_Titel :
Robotics and Automation, 2009. ICRA '09. IEEE International Conference on
Conference_Location :
Kobe
Print_ISBN :
978-1-4244-2788-8
Electronic_ISBN :
1050-4729
DOI :
10.1109/ROBOT.2009.5152380