• DocumentCode
    714449
  • Title

    Dynamic quantization for track fusion under communication constraints

  • Author

    Gok, Gorkem ; Orguner, Umut

  • Author_Institution
    Savunma ve Sistem Teknolojileri Sektor Baskanligi, ASELSAN A.r., Ankara, Turkey
  • fYear
    2015
  • fDate
    16-19 May 2015
  • Firstpage
    962
  • Lastpage
    965
  • Abstract
    A new quantization approach is proposed for track fusion in fusion systems under communication constraints. The quantization algorithm used in practice for track fusion is a static nearest neighbor approach which selects the closest vector and the covariance in a table to the current track information. The quantization algorithm proposed here involves posing the quantization problem in an optimization framework and solving it by also including the predicted future values of the track into the picture. Since the approach considers the inherent dynamic characteristics of the tracks, the resulting methodology is called as dynamic quantization. The early simulation results show that the dynamic quantization is much more advantageous compared to static quantization even under very low bit rates.
  • Keywords
    optimisation; quantisation (signal); telecommunication; communication constraints; dynamic quantization; fusion systems; quantization algorithm; quantization problem; static quantization; track fusion; track information; Frequency modulation; Heuristic algorithms; Kalman filters; Optimization; Prediction algorithms; Quantization (signal); Simulation; communication constraint; fusion system; quantization; track fusion;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing and Communications Applications Conference (SIU), 2015 23th
  • Conference_Location
    Malatya
  • Type

    conf

  • DOI
    10.1109/SIU.2015.7129991
  • Filename
    7129991