• DocumentCode
    2538046
  • Title

    Post-processing of Fingerprint Localization using Kalman Filter and Map-matching Techniques

  • Author

    Takenga, Claude ; Peng, Tao ; Kyamakya, Kyandoghere

  • Author_Institution
    Inst. of Commun. Eng., Leibniz Univ., Hannover
  • Volume
    3
  • fYear
    2007
  • fDate
    12-14 Feb. 2007
  • Firstpage
    2029
  • Lastpage
    2034
  • Abstract
    Most of the available positioning technologies have limitations in either accuracy of absolute position (cellular localization), accumulated error (dead reckoning techniques) or availability of the signal (GPS). This paper describes the features of post-processing algorithms performed to improve the positioning accuracy achieved with fingerprint localization within a cellular network. Position estimates got from the so called neural network (NN) localization are further processed through a Kalman filtering-based tracking algorithm and thereafter, the processed position is matched to the road according to the map-matching technique applied. Results show that an accurate positioning within a cellular network can be achieved and could serve as complementary to the existing GPS.
  • Keywords
    Global Positioning System; Kalman filters; cellular radio; neural nets; GPS; Kalman filter; cellular localization; cellular network; dead reckoning techniques; fingerprint localization post-processing; map-matching techniques; neural network localization; Availability; Dead reckoning; Filtering algorithms; Fingerprint recognition; Global Positioning System; Kalman filters; Land mobile radio cellular systems; Matched filters; Neural networks; Roads; Fingerprint; GSM-Positioning; Kalman Filter; Localization; Map-Matching;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Advanced Communication Technology, The 9th International Conference on
  • Conference_Location
    Gangwon-Do
  • ISSN
    1738-9445
  • Print_ISBN
    978-89-5519-131-8
  • Type

    conf

  • DOI
    10.1109/ICACT.2007.358771
  • Filename
    4195573