Robust Execution of Assembly Policies Using a Pose Invariant Task Representation

被引:0
|
作者
Nemec, Bojan [1 ]
Hrovat, Matevz Majcen [1 ]
Simonic, Mihael [1 ]
Shetty, Suhan [2 ]
Calinon, Sylvain [2 ]
Ude, Ales [1 ]
机构
[1] Jozef Stefan Inst, Humanoid & Cognit Robot Lab, Dept Automat Biocybernet & Robot, Ljubljana, Slovenia
[2] Idiap Res Inst, Martigny, Switzerland
基金
欧盟地平线“2020”;
关键词
IMPEDANCE CONTROL; FORCE CONTROL; MANIPULATION; CONTACT; TORQUE; MOTION;
D O I
10.1109/UR57808.2023.10202430
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
This paper discusses the robustness of executing robot tasks in contact with the environment. For example, in assembly, even the slightest error in the initial pose of the assembled object or grasp uncertainties can lead to large contact forces and, consequently, failure of the assembly operation. Force control can help to improve the robustness only to a certain extent. In this work, we propose using the position and orientation invariant task representation to increase the robustness of assembly and other tasks in continuous contact with the environment. We developed a variable compliance controller which constantly adapts the policy to environmental changes, such as positional and rotational displacements and deviations in the geometry of the assembled part. In addition, we combined ergodic control and vision processing to improve the detection of the assembled object's initial pose. The proposed framework has been experimentally validated in two challenging tasks; The first example is a mock-up of an assembly operation, where the object moves along a rigid wire, and the second is the insertion of a car light bayonet bulb into the housing.
引用
收藏
页码:779 / 786
页数:8
相关论文
共 50 条
  • [41] Robust Feature Representation Using Multi-Task Learning for Human Activity Recognition
    Azadi, Behrooz
    Haslgruebler, Michael
    Anzengruber-Tanase, Bernhard
    Sopidis, Georgios
    Ferscha, Alois
    SENSORS, 2024, 24 (02)
  • [42] Efficient Human-Robot Interaction for Robust Autonomy in Task Execution
    Banerjee, Siddhartha
    Chernova, Sonia
    COMPANION OF THE 2018 ACM/IEEE INTERNATIONAL CONFERENCE ON HUMAN-ROBOT INTERACTION (HRI'18), 2018, : 291 - 292
  • [43] Pose-invariant and occlusion-robust neonatal facial pain assessment
    Zhao, Yisheng
    Zhu, Huaiyu
    Chen, Xiaofei
    Luo, Feixiang
    Li, Mengting
    Zhou, Jinyan
    Chen, Shuohui
    Pan, Yun
    COMPUTERS IN BIOLOGY AND MEDICINE, 2023, 165
  • [44] Robust pose invariant facial feature detection and tracking in real-time
    Zhu, Zhiwei
    Ji, Qiang
    18th International Conference on Pattern Recognition, Vol 1, Proceedings, 2006, : 1092 - 1095
  • [45] View-Invariant, Occlusion-Robust Probabilistic Embedding for Human Pose
    Ting Liu
    Jennifer J. Sun
    Long Zhao
    Jiaping Zhao
    Liangzhe Yuan
    Yuxiao Wang
    Liang-Chieh Chen
    Florian Schroff
    Hartwig Adam
    International Journal of Computer Vision, 2022, 130 : 111 - 135
  • [46] View-Invariant, Occlusion-Robust Probabilistic Embedding for Human Pose
    Liu, Ting
    Sun, Jennifer J.
    Zhao, Long
    Zhao, Jiaping
    Yuan, Liangzhe
    Wang, Yuxiao
    Chen, Liang-Chieh
    Schroff, Florian
    Adam, Hartwig
    INTERNATIONAL JOURNAL OF COMPUTER VISION, 2022, 130 (01) : 111 - 135
  • [47] Head Pose Estimation using Sparse Representation
    Ma, Bingpeng
    Wang, Tianjiang
    2010 SECOND INTERNATIONAL CONFERENCE ON COMPUTER ENGINEERING AND APPLICATIONS: ICCEA 2010, PROCEEDINGS, VOL 2, 2010, : 389 - 392
  • [48] Learning Invariant Representation of Tasks for Robust Surgical State Estimation
    Qin, Yidan
    Allan, Max
    Yue, Yisong
    Burdick, Joel W.
    Azizian, Mahdi
    IEEE ROBOTICS AND AUTOMATION LETTERS, 2021, 6 (02) : 3208 - 3215
  • [49] Learning process using robust algorithm to obtain object POSE on real time assembly lines with robots
    Peña-Cabrera, Mario
    López-Juárez, Ismael
    Rìos-Cabrera, Reyes
    Informacion Tecnologica, 2006, 17 (02): : 89 - 102
  • [50] Pose Invariant Hand Biometry Using Multiple Database
    Alex, Neena Susan
    Kumar, E. S. Karthik
    Tharayil, Jose J.
    INTERNATIONAL CONFERENCE ON MODELLING OPTIMIZATION AND COMPUTING, 2012, 38 : 2103 - 2110