DocumentCode :
250130
Title :
Versatile and robust 3D walking with a simulated humanoid robot (Atlas): A model predictive control approach
Author :
Faraji, Salman ; Pouya, Soha ; Atkeson, Christopher G. ; Ijspeert, Auke J.
Author_Institution :
Biorobotics Lab., Ecole Polytech. Fed. de Lausanne (EPFL), Lausanne, Switzerland
fYear :
2014
fDate :
May 31 2014-June 7 2014
Firstpage :
1943
Lastpage :
1950
Abstract :
In this paper, we propose a novel walking method for torque controlled robots. The method is able to produce a wide range of speeds without requiring off-line optimizations and re-tuning of parameters. We use a quadratic whole-body optimization method running online which generates joint torques, given desired Cartesian accelerations of center of mass and feet. Using a dynamics model of the robot inside this optimizer, we ensure both compliance and tracking, required for fast locomotion. We have designed a foot-step planner that uses a linear inverted pendulum as simplified robot internal model. This planner is formulated as a quadratic convex problem which optimizes future steps of the robot. Fast libraries help us performing these calculations online. With very few parameters to tune and no perception, our method shows notable robustness against strong external pushes, relatively large terrain variations, internal noises, model errors and also delayed communication.
Keywords :
convex programming; humanoid robots; predictive control; quadratic programming; robust control; torque control; foot-step planner; linear inverted pendulum; model predictive control approach; novel robust 3D walking method; quadratic convex problem; quadratic whole-body optimization method; simplified robot internal model; simulated humanoid robot; torque controlled robots; Acceleration; Joints; Legged locomotion; Mathematical model; Optimization; Trajectory;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Robotics and Automation (ICRA), 2014 IEEE International Conference on
Conference_Location :
Hong Kong
Type :
conf
DOI :
10.1109/ICRA.2014.6907116
Filename :
6907116
Link To Document :
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