Collision Detection and Isolation on a Robot using Joint Torque Sensing

被引:0
|
作者
Bimbo, Joan [1 ]
Pacchierotti, Claudio [2 ]
Tsagarakis, Nikos G. [1 ]
Prattichizzo, Domenico [1 ,3 ]
机构
[1] Ist Italiano Tecnol, Genoa, Italy
[2] Univ Rennes, CNRS, Inria, IRISA, Rennes, Ille & Vilaine, France
[3] Univ Siena, Siena, Italy
基金
欧盟地平线“2020”;
关键词
D O I
10.1109/iros40897.2019.8967998
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
As robotic systems become more flexible and intelligent, they must be able to move into environments with a high degree of uncertainty or clutter, such as our homes, workplaces, and the outdoors. In these unstructured scenarios, it is possible that the body of the robot collides with its surroundings. As such, it would be desirable to characterise these contacts in terms of their location and interaction forces. This paper addresses the problem of detecting and isolating collisions between a robotic manipulator and its environment, using only on-board joint torque and position sensing. The algorithm is based on a particle filter and, under some assumptions, is able to identify the contact location anywhere on the robot body. It requires the robot to perform small exploratory movements, progressively integrating the new sensing information through a Bayesian framework. The approach was tested and benchmarked in simulation, with respect to its accuracy and robustness. Validation using a robot with joint torque sensing in a real environment demonstrated the applicability of the method to real-world scenarios.
引用
收藏
页码:7604 / 7609
页数:6
相关论文
共 50 条
  • [1] Design and Optimization of a Joint Torque Sensor for Robot Collision Detection
    Lou, Yunjiang
    Wei, Jiahao
    Song, Shuang
    [J]. IEEE SENSORS JOURNAL, 2019, 19 (16) : 6618 - 6627
  • [2] Collision Detection and Contact Point Estimation Using Virtual Joint Torque Sensing Applied to a Cobot
    Zurlo, Dario
    Heitmann, Tom
    Morlock, Merlin
    De Luca, Alessandro
    [J]. 2023 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA 2023), 2023, : 7533 - 7539
  • [3] Collision Detection of Flexible Joint Manipulator by Using Joint Torque Sensors
    Xia, Jinjun
    Xie, Zongwu
    Fang, Honggen
    Lan, Tian
    Huang, Jianbin
    Liu, Hong
    [J]. 2009 IEEE/ASME INTERNATIONAL CONFERENCE ON ADVANCED INTELLIGENT MECHATRONICS, VOLS 1-3, 2009, : 1805 - +
  • [4] Robot Collision Detection Based on External Torque Observer
    Zhang, Tie
    Chen, Yijie
    Zou, Yanbiao
    [J]. Huanan Ligong Daxue Xuebao/Journal of South China University of Technology (Natural Science), 2024, 52 (03): : 84 - 92
  • [5] ROBOT MOTION CONTROL BASED ON JOINT TORQUE SENSING
    HASHIMOTO, M
    [J]. PROCEEDINGS - 1989 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION, VOL 1-3, 1989, : 256 - 261
  • [6] Collision Sensing Using Force/Torque Sensor
    Leng, Yu-Quan
    Chen, Zheng-Cang
    He, Xu
    Zhang, Yang
    Zhang, Wei
    [J]. JOURNAL OF SENSORS, 2016, 2016
  • [7] Failure detection and isolation in robotic manipulators using joint torque sensors
    Namvar, Mehrzad
    Aghili, Farhad
    [J]. ROBOTICA, 2010, 28 : 549 - 561
  • [8] Torque Collision Detection with Experimental Validation for Protontherapy Positioning Robot
    Baumeyer, J.
    Besnard, V.
    Miossec, S.
    Novales, C.
    Poisson, G.
    Vieyres, P.
    Chemouny, J.
    [J]. XIV MEDITERRANEAN CONFERENCE ON MEDICAL AND BIOLOGICAL ENGINEERING AND COMPUTING 2016, 2016, 57 : 608 - 613
  • [9] Robot collision detection with convolution torque observer and friction compensation
    Li, Zhi-Jing
    Ye, Jing-Hua
    Wu, Hai-Bin
    [J]. Zhejiang Daxue Xuebao (Gongxue Ban)/Journal of Zhejiang University (Engineering Science), 2019, 53 (03): : 427 - 434
  • [10] Fault tolerant control of modular and reconfigurable robot with joint torque sensing
    Abdul, Sajan
    Liu, Guangjun
    [J]. 2007 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND BIOMIMETICS, VOLS 1-5, 2007, : 1236 - 1241