A BEHAVIOR-BASED LIBRARY FOR LOCOMOTION CONTROL OF KINEMATICALLY COMPLEX ROBOTS

被引:0
|
作者
Langosz, Malte [1 ]
Quack, Lorenz [2 ]
Dettmann, Alexander [2 ]
Bartsch, Sebastian [1 ]
Kirchner, Frank [1 ]
机构
[1] DFKI Robot Innovat Ctr Bremen, Robert Hooke Str 5, D-28359 Bremen, Germany
[2] Univ Bremen, Robot Lab, D-28359 Bremen, Germany
关键词
Robot; Behavior; Control; Machine Learning;
D O I
暂无
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Controlling the locomotion of kinematically complex robots is a challenging task because different control approaches are needed to operate safely and efficiently in changing environments. This paper presents a graph-based behavior description which allows to dynamically replace behaviors on a robotic system. In the proposed approach, every behavior is represented as a directed graph that can be encoded into a data block which can be saved to or loaded from a behavior library. Since this is not a precompiled module like in other systems, the algorithm and parameters of a behavior can still be adapted online by modifying the data that represents the behavior. Thus, machine learning algorithms can optimize an existing behavior to an unknown situation, e.g., a new environment or a motor failure. With a first implementation, it is shown that the proposed behavior graphs are suited for controlling kinematically complex walking machines.
引用
收藏
页码:495 / 502
页数:8
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