DocumentCode
2380246
Title
Implementation of a trajectory library approach to controlling humanoid standing balance
Author
Liu, Chenggang ; Su, Jianbo
Author_Institution
Dept. of Autom., Shanghai Jiaotong Univ., Shanghai, China
fYear
2011
fDate
9-12 Oct. 2011
Firstpage
1502
Lastpage
1507
Abstract
This paper presents a nonlinear controller based on a trajectory library. To generate the library, we combine two trajectory optimization methods: a parametric trajectory optimization method that finds coarse initial trajectories and Differential Dynamic Programming (DDP) that further refines these trajectories and generates linear local models of the optimal control laws. To construct a controller from these local models, we maintain the consistency of adjacent trajectories. To keep the resultant library a reasonable size and also satisfy performance requirements, the library is generated based on the controller´s predicted performance. It is applied to standing balance control of humanoid robots that explicitly handle pushes. Most previous work assumes that pushes are impulsive. The proposed controller also handles continuous pushes that change with time. We compared our approach with a Linear Quadratic Regulator (LQR) gain scheduling controller using the same optimization criterion. The effectiveness of the proposed method is explored with simulation and experiments.
Keywords
dynamic programming; humanoid robots; motion control; nonlinear control systems; optimal control; differential dynamic programming; humanoid robot; humanoid standing balance control; nonlinear controller; optimal control laws; parametric trajectory optimization method; trajectory library approach; Hip; Joints; Libraries; Optimal control; Optimization; Robots; Trajectory; Humanoid robot; standing balance control; trajectory library;
fLanguage
English
Publisher
ieee
Conference_Titel
Systems, Man, and Cybernetics (SMC), 2011 IEEE International Conference on
Conference_Location
Anchorage, AK
ISSN
1062-922X
Print_ISBN
978-1-4577-0652-3
Type
conf
DOI
10.1109/ICSMC.2011.6083884
Filename
6083884
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