Full-Body Optimal Control Toward Versatile and Agile Behaviors in a Humanoid Robot

被引:18
|
作者
Ishihara, Koji [1 ]
Itoh, Takeshi D. [1 ,2 ]
Morimoto, Jun [1 ]
机构
[1] ATR Computat Neurosci Labs, Dept Brain Robot Interface, Kyoto 6190288, Japan
[2] Nara Inst Sci & Technol, Grad Sch Informat Sci, Nara 6300192, Japan
来源
关键词
Humanoid robots; Optimal control; Dynamics; Optimization; Task analysis; Computational modeling; Optimization and Optimal Control; Humanoid Robots; Motion Control; WALKING; DESIGN;
D O I
10.1109/LRA.2019.2947001
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
In this letter, we develop an optimal control framework that takes the full-body dynamics of a humanoid robot into account. Employing full-body dynamics has been explored in, especially, an online optimal control approach known as model predictive control (MPC). However, whole-body motions cannot be updated in a short period of time due to MPC's large computational burden. Thus, MPC has generally been evaluated with a physical humanoid robot in a limited range of tasks where high-speed motion executions are unnecessary. To cope with this problem, our multi-timescale control framework drives whole-body motions with a computationally efficient hierarchical MPC. Meanwhile, a biologically inspired controller maintains the robot's posture for a very short control period. We evaluated our framework in skating tasks with simulated and real lower-body humanoids that have rollers on the feet. Our simulated robot generated various agile motions such as jumping over a bump and flipping down from a cliff in real time. Our real lower-body humanoid also successfully generated a movement down a slope.
引用
收藏
页码:119 / 126
页数:8
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