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
相关论文
共 50 条
  • [41] Autonomous Robotic System for Pumpkin Harvesting
    Roshanianfard, Ali
    Noguchi, Noboru
    Ardabili, Sina
    Mako, Csaba
    Mosavi, Amir
    AGRONOMY-BASEL, 2022, 12 (07):
  • [42] Robotic Autonomous Observatories: A Historical Perspective
    Javier Castro-Tirado, Alberto
    ADVANCES IN ASTRONOMY, 2010, 2010
  • [43] The autonomous robotic environmental sensor (ARES)
    Dyer, Benjamin
    Biglarbegian, Mohammad
    Aliabadi, Amir A.
    SCIENCE AND TECHNOLOGY FOR THE BUILT ENVIRONMENT, 2021, 27 (10) : 1461 - 1472
  • [44] Robotic motion planning for autonomous in-situ construction of building structures
    Zhao, Cong
    Chen, Jian-Ye
    Sun, Tao
    Fan, Wei
    Sun, Xiao-Yan
    Shao, Yi
    Guo, Guan-Qin
    Wang, Hai-Long
    AUTOMATION IN CONSTRUCTION, 2025, 171
  • [45] DARPA grand challenge - a pioneering event for autonomous robotic ground vehicles
    Fulton, J
    Pransky, J
    INDUSTRIAL ROBOT-AN INTERNATIONAL JOURNAL, 2004, 31 (05) : 414 - 422
  • [46] Representing Uncertain Spatial Transformations in Robotic Applications in a Structured Framework Leveraging Lie Algebra
    Sewtz, Marco
    Burkhard, Lukas
    Luo, Xiaozhou
    Dorscht, Leon
    Triebel, Rudolph
    INTERNATIONAL JOURNAL OF MECHANICAL ENGINEERING AND ROBOTICS RESEARCH, 2025, 14 (01): : 1 - 9
  • [47] The Rαβγ categorisation framework for dexterous robotic manufacturing processes
    Shneor, Ran
    Berman, Sigal
    INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2023, 61 (21) : 7467 - 7482
  • [48] Data Logistics: Toolkit and Applications
    Beck, Micah
    Moore, Terry
    French, Nancy H. F.
    Kissel, Ezra
    Swany, Martin
    PROCEEDINGS OF THE 5TH EAI INTERNATIONAL CONFERENCE ON SMART OBJECTS AND TECHNOLOGIES FOR SOCIAL GOOD (GOODTECHS 2019), 2019, : 61 - 66
  • [49] Huxley: A Flexible Robot Control Architecture for Autonomous Underwater Vehicles
    Goldberg, Dani
    2011 IEEE - OCEANS SPAIN, 2011,
  • [50] Building an Accessible and Flexible Multi-User Robotic Simulation Framework with Unity-MATLAB Bridge
    Haces-Garcia, Arturo
    Zhu, Weihang
    COMPUTERS, 2024, 13 (11)