Estimating the Center of Mass of an Unknown Object for Nonprehensile Manipulation

被引:2
作者
Gao, Ziyan [1 ]
Elibol, Armagan [1 ]
Chong, Nak Young [1 ]
机构
[1] Japan Adv Inst Sci & Technol, Sch Informat Sci, Nomi, Ishikawa, Japan
来源
PROCEEDINGS OF 2022 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION (IEEE ICMA 2022) | 2022年
关键词
Planar Pushing; Frictional Interaction; Center of Mass Estimation; Few-Shot Learning; Voting Theorem;
D O I
10.1109/ICMA54519.2022.9855972
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
With the increasing prevalence of robot-led automation in many fields such as industry, health-care, agriculture, etc., robot manipulator arms are often required to handle sophisticated manipulation tasks in which both the object and environmental physical parameters are unknown. In order to deal with these tasks, fast and accurate estimation of the inertial parameters of the object and frictional characteristics of flooring surfaces are of crucial importance toward developing intelligent and efficient object manipulation strategies. In this work, we propose an integrated framework for estimating the center of mass of an unknown planar object using a force sensor-less manipulator arm pushing the object on a horizontal plane. We evaluate two algorithmic solutions through extensive pusher-slider frictional interaction simulations. The result shows that the proposed framework can estimate the center of mass location efficiently and accurately only with a few pushing interactions.
引用
收藏
页码:1755 / 1760
页数:6
相关论文
共 18 条
  • [1] Bauza Maria, 2017, 2017 IEEE International Conference on Robotics and Automation (ICRA), P3008, DOI 10.1109/ICRA.2017.7989345
  • [2] A systematic review of asymptomatic infections with COVID-19
    Gao, Zhiru
    Xu, Yinghui
    Sun, Chao
    Wang, Xu
    Guo, Ye
    Qiu, Shi
    Ma, Kewei
    [J]. JOURNAL OF MICROBIOLOGY IMMUNOLOGY AND INFECTION, 2021, 54 (01) : 12 - 16
  • [3] Planar Pushing of Unknown Objects Using a Large-Scale Simulation Dataset and Few-Shot Learning
    Ziyan, Gao
    Elibol, Armagan
    Chong, Nak Young
    [J]. 2021 IEEE 17TH INTERNATIONAL CONFERENCE ON AUTOMATION SCIENCE AND ENGINEERING (CASE), 2021, : 341 - 347
  • [4] PLANAR SLIDING WITH DRY FRICTION .1. LIMIT SURFACE AND MOMENT FUNCTION
    GOYAL, S
    RUINA, A
    PAPADOPOULOS, J
    [J]. WEAR, 1991, 143 (02) : 307 - 330
  • [5] Deep Residual Learning for Image Recognition
    He, Kaiming
    Zhang, Xiangyu
    Ren, Shaoqing
    Sun, Jian
    [J]. 2016 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2016, : 770 - 778
  • [6] Kim H, 2019, Arxiv, DOI arXiv:1901.05761
  • [7] Kloss A, 2020, IEEE INT CONF ROBOT, P6738, DOI [10.1109/icra40945.2020.9197409, 10.1109/ICRA40945.2020.9197409]
  • [8] Li JK, 2018, ROBOTICS: SCIENCE AND SYSTEMS XIV
  • [9] Lynch K. M., 1992, 1992 IEEE RSJ INT C, P416
  • [10] MECHANICS AND PLANNING OF MANIPULATOR PUSHING OPERATIONS
    MASON, MT
    [J]. INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH, 1986, 5 (03) : 53 - 71