• DocumentCode
    2412859
  • Title

    BP Neural Networks Based Sensor Registration Algorithm

  • Author

    Ye, Hong ; Yang, Zhanping ; Li, Jun ; Li, Shiling

  • fYear
    2011
  • fDate
    21-23 Oct. 2011
  • Firstpage
    759
  • Lastpage
    761
  • Abstract
    In multi-sensor multi-target fusion systems the sensor registration is the major problem which is generally inadequate. The typical registration algorithms are based on statistics, such as LSE, ML etc. and on filtering theory, such as KF, EKF etc. They all are parametric methods namely. We propose a new algorithm that is based on ANN, nonparametric and many different kinds of sensor error variables to be solved. The algorithm is modified by adjusting the learning rate in which fuzzy logic is applied. That is to say, the learning rate of the NN is adaptive.
  • Keywords
    Artificial neural networks; Fuzzy logic; Measurement uncertainty; Sensor systems; Systematics; Training; fuzzy logic; neural networks; registration;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computational and Information Sciences (ICCIS), 2011 International Conference on
  • Conference_Location
    Chengdu, China
  • Print_ISBN
    978-1-4577-1540-2
  • Type

    conf

  • DOI
    10.1109/ICCIS.2011.107
  • Filename
    6086310