Kalman Filter Tracking of a Reflective Target Using Forward Looking Infrared Measurements and Laser Illumination

Abstract

This thesis investigates Kalman filter tracking of a missile hardbody, at a range of 2,000 kilometers, using forward looking infrared (FLIR) measurements and low-energy laser illumination of the missile hardbody. A missile reflectivity model provides realism in the simulation. The tracking scenario uses one filter, provided with FLIR measurements, to estimate the intensity centroid location of the missile's plume. A second, independent, filter estimates the center-of-mass of the missile hardbody. The center-of-mass measurements provided to this filter are computed from information gathered by scanning a low-energy laser along the first filter's estimate of the missile velocity vector. Single scans of the laser produce 20 percent reflection returns, while a sweep (multiple scans) provides a measurement at each sample time. The need for a laser sweep results from inaccurate filter pointing of the FLIR sensor. A comparison between a one-state and two-state filter in estimating the hardbody center-of-mass shows that a one-state estimator performs as well as a two-state filter, with almost no error. The principle error in estimating the missile center-of-mass is along the centerline of the missile, for which the one-state filter is tuned. (Author)

Open PDF

Document Details

Document Type
Technical Report
Publication Date
Dec 01, 1990
Accession Number
ADA231196

Entities

People

  • Roger J. Evans

Organizations

  • Air Force Institute of Technology

Tags

Communities of Interest

  • Air Platforms
  • Biomedical
  • Energy and Power Technologies
  • Sensors
  • Weapons Technologies

DTIC Thesaurus Topics

  • Algorithms
  • Computational Science
  • Computer Programs
  • Coordinate Systems
  • Correlators
  • Differential Equations
  • Electrical Engineering
  • Estimators
  • Filtration
  • Intensity
  • Kalman Filters
  • Lasers
  • Mathematical Filters
  • Optimal Estimators
  • Statistical Algorithms
  • Three Dimensional
  • Two Dimensional

Fields of Study

  • Physics

Readers

  • Adaptive Control and Estimation with Uncertainty in Dynamic Systems.
  • Missile Defense Systems.
  • Radar Systems Engineering.

Technology Areas

  • Directed Energy