• DocumentCode
    2175407
  • Title

    Neural solution to multitarget tracking in clutter with velocity measurements

  • Author

    Yu, Wei ; Mao, Shiyi ; Lin, Pinxing ; Li, Shaohong

  • Author_Institution
    Dept. of Electron. Eng., Beijing Univ. of Aeronaut. & Astronaut., China
  • fYear
    1994
  • fDate
    23-27 May 1994
  • Firstpage
    204
  • Abstract
    The problem of tracking multitarget in clutter environment in a track while scan (TWS) system is considered. In such an environment, missed detections and false alarms make it impossible to decide, with certainty, the origin of received report. The two main functions of the TWS algorithm are : 1) plot-to-track (state predicted estimate) association, and 2) the filtering algorithm that uses the associated plot for recursive estimation. In this paper, ANN (artificial-neural-network based data association method approximate to NNPDA (nearest neighbour probabilistic data association) is used to realize plot-to-track association, while filtering algorithm suitable to tracking with radial velocity measurements is introduced. Simulation results included in this paper show a great improvement of tracking performance when radial velocity measurements are used
  • Keywords
    data analysis; digital simulation; filtering and prediction theory; neural nets; radar clutter; state estimation; tracking; velocity measurement; artificial-neural-network; associated plot; clutter; data association method; false alarms; filtering algorithm; missed detections; multitarget tracking; nearest neighbour probabilistic data association; neural solution; plot-to-track; plot-to-track association; radial velocity measurement; recursive estimation; simulation results; state predicted estimate; track while scan system; velocity measurement; Artificial neural networks; Clutter; Extraterrestrial measurements; Filtering algorithms; Filters; Personal digital assistants; Radar tracking; Recursive estimation; Target tracking; Velocity measurement;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Aerospace and Electronics Conference, 1994. NAECON 1994., Proceedings of the IEEE 1994 National
  • Conference_Location
    Dayton, OH
  • Print_ISBN
    0-7803-1893-5
  • Type

    conf

  • DOI
    10.1109/NAECON.1994.332876
  • Filename
    332876