Industrial Robot Programming by Demonstration

被引:0
|
作者
Zhang, Jiafan [1 ]
Wang, Yue [2 ]
Xiong, Rong [2 ]
机构
[1] ABB Corp Res China, Shanghai 201319, Peoples R China
[2] Zhejiang Univ, State Key Lab Ind Control & Technol, Hangzhou 310027, Zhejiang, Peoples R China
关键词
programming by demonstration; industrial robot; perception;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
With the increasing demands in robotized production, easy programming of industrial robots becomes a keen market requirement because the traditional machine-coding level programming methods are usually time consuming, complex to handle, and high technical skill demanding. In past years, the expectation in using artificial intelligence to make robot program to be easy has led many progresses in related technologies in this area. Among them, Programming by Demonstration ( PbD) is outlined, by which the robot enables to learn from observing how human performs a task, and then translate as much information as possible from the demonstration into the movement of itself in an automatic way. It frees human from coding the robot through any machine language level programming. In this work, a framework for industrial robot programming by demonstration is introduced where the perception of assembly tree, action identification and segmentation, skill sequence formulation, and robot movement mapping and optimization are included. The encouraging results in the final experiments with LEGO blocks in RobotStudio (TM), an industrial robot simulation environment from ABB, verify the feasibility of the proposed PbD solution.
引用
收藏
页码:300 / 305
页数:6
相关论文
共 50 条
  • [1] PROGRAMMING AN INDUSTRIAL ROBOT BY DEMONSTRATION
    Stipancic, Tomislav
    Jerbic, Bojan
    Bucevic, Ante
    Curkovic, Petar
    [J]. ANNALS OF DAAAM FOR 2012 & PROCEEDINGS OF THE 23RD INTERNATIONAL DAAAM SYMPOSIUM - INTELLIGENT MANUFACTURING AND AUTOMATION - FOCUS ON SUSTAINABILITY, 2012, 23 : 15 - 18
  • [2] Reinforcement Learning Algorithm for Industrial Robot Programming by Demonstration
    Stoica, M.
    Sisak, F.
    Morosan, A. D.
    [J]. PROCEEDINGS OF THE 13TH INTERNATIONAL CONFERENCE ON OPTIMIZATION OF ELECTRICAL AND ELECTRONIC EQUIPMENT, VOLS 1-5, 2012, : 1517 - 1524
  • [3] Robot Programming by Demonstration
    Narayanan, Krishna Kumar
    Posada, Luis Felipe
    Hoffmann, Frank
    Bertram, Torsten
    [J]. SIMULATION, MODELING, AND PROGRAMMING FOR AUTONOMOUS ROBOTS, 2010, 6472 : 288 - 299
  • [4] Fault Tolerant Robot Programming by Demonstration of Sorting Tasks with Industrial Objects
    Patel, Jinesh
    Choudhary, Yahu A.
    Bone, Gary M.
    [J]. 2017 IEEE 5TH INTERNATIONAL SYMPOSIUM ON ROBOTICS AND INTELLIGENT SENSORS (IRIS), 2017, : 278 - 283
  • [5] Industrial robot programming by demonstration using stereoscopic vision and inertial sensing
    de Souza, Joao Pedro C.
    Amorim, Antonio M.
    Rocha, Luis F.
    Pinto, Vitor H.
    Moreira, Antonio Paulo
    [J]. INDUSTRIAL ROBOT-THE INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH AND APPLICATION, 2022, 49 (01): : 96 - 107
  • [6] Programming by Demonstration Using Two-Step Optimization for Industrial Robot
    Ostanin, Mikhail
    Popov, Dmitry
    Klimchik, Alexandr
    [J]. IFAC PAPERSONLINE, 2018, 51 (11): : 72 - 77
  • [7] Robot Programming from a Single Demonstration for High Precision Industrial Insertion
    Wang, Kaimeng
    Fan, Yongxiang
    Sakuma, Ichiro
    [J]. SENSORS, 2023, 23 (05)
  • [8] Advances in Robot Programming by Demonstration
    Dillmann, Ruediger
    Asfour, Tamim
    Do, Martin
    Jaekel, Rainer
    Kasper, Alexander
    Azad, Pedram
    Ude, Ales
    Schmidt-Rohr, Sven R.
    Loesch, Martin
    [J]. KUNSTLICHE INTELLIGENZ, 2010, 24 (04): : 295 - 303
  • [9] A Method Proposed for Training An Artificial Neural Network used for Industrial Robot Programming by Demonstration
    Stoica, M.
    Calangiu, G. A.
    Sisak, F.
    Sarkany, I.
    [J]. OPTIM 2010: PROCEEDINGS OF THE 12TH INTERNATIONAL CONFERENCE ON OPTIMIZATION OF ELECTRICAL AND ELECTRONIC EQUIPMENT, PTS I-IV, 2010, : 831 - 836
  • [10] Social mechanisms of robot programming by demonstration
    Billard, Aude
    Dillmann, Ruediger
    [J]. ROBOTICS AND AUTONOMOUS SYSTEMS, 2006, 54 (05) : 351 - 352