• DocumentCode
    962353
  • Title

    Dynamic Configuration of Time-Varying Waveforms for Agile Sensing and Tracking in Clutter

  • Author

    Sira, Sandeep P. ; Papandreou-Suppappola, Antonia ; Morrell, Darryl

  • Author_Institution
    Arizona State Univ., Tempe
  • Volume
    55
  • Issue
    7
  • fYear
    2007
  • fDate
    7/1/2007 12:00:00 AM
  • Firstpage
    3207
  • Lastpage
    3217
  • Abstract
    The advent of waveform-agile sensors has enabled the design of tracking systems where the transmitted waveform is changed on-the-fly in response to the tracker´s requirements. This approach can provide performance improvements over individual optimization of the sensor waveform or the tracking algorithm. In this paper, we consider joint sensor configuration and tracking for the problem of tracking a single target in the presence of clutter using range and range-rate measurements obtained by waveform-agile, active sensors in a narrowband environment. We propose an algorithm to select and configure linear and nonlinear frequency-modulated waveforms to minimize the predicted mean square error (MSE) in the target state estimate; the MSE is predicted using the Cramer-Rao lower bound on the measurement error in conjunction with the unscented transform. We further extend our algorithm to match wideband environments, and we demonstrate the algorithm performance through a Monte Carlo simulation of a radar tracking example.
  • Keywords
    Monte Carlo methods; clutter; least mean squares methods; sensors; target tracking; Cramer-Rao lower bound; Monte Carlo simulation; active sensors; agile sensing; agile tracking; clutter; dynamic configuration; joint sensor configuration; mean square error; measurement error; nonlinear frequency-modulated waveforms; radar tracking example; range-rate measurements; sensor waveform; target tracking; time-varying waveforms; tracking algorithm; waveform-agile sensors; Clutter; Frequency estimation; Intelligent sensors; Mean square error methods; Narrowband; Radar tracking; Sensor systems; State estimation; Target tracking; Time varying systems; Clutter; target-tracking; waveform-scheduling;
  • fLanguage
    English
  • Journal_Title
    Signal Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1053-587X
  • Type

    jour

  • DOI
    10.1109/TSP.2007.894418
  • Filename
    4244730