An Autonomous and Flexible Robotic Framework for Logistics Applications

被引:29
|
作者
Wahrmann, Daniel [1 ]
Hildebrandt, Arne-Christoph [1 ]
Schuetz, Christoph [1 ]
Wittmann, Robert [1 ]
Rixen, Daniel [1 ]
机构
[1] Tech Univ Munich, Dept Mech Engn, Chair Appl Mech, Boltzmannstr 15, D-85747 Garching, Germany
关键词
Robotics; Autonomous robotics; Industry; 4.0; Industrial robotics; Autonomous manufacturing; Software framework; Computer vision; Motion planning; Grasping; Control; Industrial automation; Pick-and-place; MANIPULATION; SYSTEM;
D O I
10.1007/s10846-017-0746-8
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we present an intelligent and flexible framework for autonomous pick-and-place tasks in previously unknown scenarios. It includes modules for object recognition, environment modeling, motion planning and collision avoidance, as well as sophisticated error handling and a task supervisor. The framework combines state-of-the-art algorithms and was validated during the first phase of the European Robotics Challenge in which it obtained first place in a field of 39 international contestants. We discuss our results and the potential application of our framework to real industrial tasks. Furthermore, we validate our approach with an application on a real harvesting manipulator. To inspire other teams participating in the challenge and as a tool for new researchers in the field, we release it as open source.
引用
收藏
页码:419 / 431
页数:13
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