• DocumentCode
    2687615
  • Title

    Incorporation of measurement uncertainty into optically-inspired measurement-to-track data association

  • Author

    Stubberud, Stephen C. ; Kramer, Kathleen A.

  • Author_Institution
    Adv. Programs, Oakridge Technol., Del Mar, LA, USA
  • fYear
    2010
  • fDate
    3-6 May 2010
  • Firstpage
    18
  • Lastpage
    23
  • Abstract
    A phase-only filter for image correlation that is derived from the mathematical representation of an optical correlator has been shown to be applicable to the data association problem. A new approach for this type of correlation that can also incorporate measurement and track uncertainties is developed. Data association is a key component of the data fusion process; Level 1 data fusion in target tracking consists of kinematics (position and velocity) and classification. The phase-only filter correlation approach can be used in both the kinematics and the classification track-elements, but its the kinematic elements of the target track that are considered in this work. Inspired by the unscented Kalman filter, a sample-point distribution technique is developed that incorporates the uncertainty into the POF association technique.
  • Keywords
    Kalman filters; measurement uncertainty; optical correlation; sensor fusion; data fusion process; image correlation; measurement uncertainty; optical correlator; optically-inspired measurement-to-track data association; phase-only filter; sample-point distribution technique; Correlators; Fourier transforms; Kinematics; Lenses; Measurement uncertainty; Optical fibers; Optical filters; Optical sensors; Target tracking; Tiles; Data Association; Image Correlation; Measurement Uncertainty; Optical Correlation; Sensor Fusion;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Instrumentation and Measurement Technology Conference (I2MTC), 2010 IEEE
  • Conference_Location
    Austin, TX
  • ISSN
    1091-5281
  • Print_ISBN
    978-1-4244-2832-8
  • Electronic_ISBN
    1091-5281
  • Type

    conf

  • DOI
    10.1109/IMTC.2010.5488113
  • Filename
    5488113