• DocumentCode
    138367
  • Title

    Exploiting global force torque measurements for local compliance estimation in tactile arrays

  • Author

    Ciliberto, Carlo ; Fiorio, Luca ; Maggiali, Marco ; Natale, L. ; Rosasco, Lorenzo ; Metta, G. ; Sandini, G. ; Nori, Franco

  • Author_Institution
    Lab. for Comput. & Stat. Learning, Ist. Italiano di Tecnol., Genoa, Italy
  • fYear
    2014
  • fDate
    14-18 Sept. 2014
  • Firstpage
    3994
  • Lastpage
    3999
  • Abstract
    In this paper we tackle the problem of estimating the local compliance of tactile arrays exploiting global measurements from a single force and torque sensor. The proposed procedure exploits a transformation matrix (describing the relative position between the local tactile elements and the global force/torque measurements) to define a linear regression problem on the unknown local stiffness. Experiments have been conducted on the foot of the iCub robot, sensorized with a single force/torque sensor and a tactile array of 250 tactile elements (taxels) on the foot sole. Results show that a simple calibration procedure can be employed to estimate the stiffness parameters of virtual springs over a tactile array and to use these model to predict normal forces exerted on the array based only on the tactile feedback. Leveraging on previous works [1] the proposed procedure does not necessarily need a-priori information on the transformation matrix of the taxels which can be directly estimated from available measurements.
  • Keywords
    compliance control; elastic constants; feedback; force control; legged locomotion; matrix algebra; parameter estimation; regression analysis; torque control; compliance estimation; foot sole; force measurement; iCub robot; legged robotic platform; linear regression problem; stiffness parameter estimation; tactile arrays; tactile feedback; torque measurement; transformation matrix; virtual springs; Foot; Force; Mathematical model; Robot kinematics; Robot sensing systems; Skin;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Robots and Systems (IROS 2014), 2014 IEEE/RSJ International Conference on
  • Conference_Location
    Chicago, IL
  • Type

    conf

  • DOI
    10.1109/IROS.2014.6943124
  • Filename
    6943124