Model Order Determination Methods for Autoregressive Radio Direction Finding Techniques

Abstract

This report reviews methods to determine the optimum model order of adaptive filter techniques applied to the problem of tactical radio direction finding (DF), and the related issue of the determination of the number of signals for adaptive filter techniques using eigen decomposition techniques. This work was carried out in support of research into advanced radio direction finding techniques for land tactical applications. For radio direction finding applications, adjusting the adaptive filter model order to a value less than the maximum (i.e., one less than the number of antennas in the sensor array) increases the ability of an adaptive filter based DF algorithm to resolve multipath signals. It is from this point of view that model order determination methods are discussed in this report. In general, the optimum model order is not known beforehand, so a number of model order determination methods have been proposed to tackle this problem. In this report, these are classified according to the autocorrelation matrix estimator used. Three classes of estimators are considered, which are: (a) the autocorrelation method, (b) the covariance and modified covariance method, and (c) the eigen decomposition method. (kr)

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Document Details

Document Type
Technical Report
Publication Date
Jan 01, 1990
Accession Number
ADA220707

Entities

People

  • W. Read

Organizations

  • Defence Research and Development Canada

Tags

Communities of Interest

  • Energy and Power Technologies
  • Materials and Manufacturing Processes
  • Sensors

DTIC Thesaurus Topics

  • Abstracts
  • Accuracy
  • Adaptive Filters
  • Algorithms
  • Amplitude
  • Autocorrelation
  • Availability
  • Covariance
  • Direction Finding
  • Eigenvalues
  • Equations
  • Estimators
  • Filters
  • Measurement
  • Transfer Functions
  • Transmitters
  • White Noise

Fields of Study

  • Engineering

Readers

  • Approximation Theory.
  • Phased Array Antenna Design.
  • Systems Analysis and Design