• DocumentCode
    130100
  • Title

    Temperature compensation for six-dimension force/torque sensor based on Radial Basis Function Neural Network

  • Author

    Yongjun Sun ; Yiwei Liu ; Hong Liu

  • Author_Institution
    Dept. of Mechatron. Eng., Harbin Inst. of Technol. Harbin, Harbin, China
  • fYear
    2014
  • fDate
    28-30 July 2014
  • Firstpage
    789
  • Lastpage
    794
  • Abstract
    Not only output of the six-dimension force/torque sensor changes with force or torque, but also be susceptible to ambient temperature, thus limiting measurement accuracy of the sensor. In order to overcome the above drawbacks of six-dimension force/torque sensor, this paper proposes a temperature compensation method based on Radial Basis Function (RBF) Neural Network. Compared with the conventional least squares method (LSM), RBF Neural Network has advantage obviously in compensating temperature drift for output nonlinear problems. Therefore, this method can eliminate the influence temperature drift of the sensor effectively. Examples show that the six-dimension force/torque sensor compensated by RBF has higher measurement precision and temperature stability.
  • Keywords
    force sensors; radial basis function networks; temperature control; temperature measurement; torque; RBF Neural Network; measurement precision; output nonlinear problems; radial basis function neural network; six-dimension force-torque sensor; temperature compensation method; temperature drift compensation method; temperature stability; Force; Radial basis function networks; Robot sensing systems; Temperature; Temperature measurement; Temperature sensors; Torque; Radial Basis Function Neural Network; six-dimension force/torque sensor; temperature compensation; temperature drift;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information and Automation (ICIA), 2014 IEEE International Conference on
  • Conference_Location
    Hailar
  • Type

    conf

  • DOI
    10.1109/ICInfA.2014.6932759
  • Filename
    6932759