Integrated Range-Doppler Map and Extended Target Classification with Adaptive Waveform for Cognitive Radar

Abstract

We set out to design an extended target classification scheme while determining the target s range-and-Doppler location with the use of adaptive waveform for a closed-loop cognitive radar platform. To that end, this work is divided into three objectives: 1) in support of determining range-Doppler locations, we investigate the ambiguity function of the matched waveform called eigenwaveform, 2) in support of target classification, we look at an adaptive waveform technique called probability-weighted eigenwaveform (PWE) and introduce two new waveforms, and 3) we design an integrated range-Doppler map and extended target classification scheme. In this work, we show that the fundamental properties of ambiguity function for extended targets are different when compared to classical waveforms for point targets. We improve on the adaptive waveform called maximum a posteriori PWE and introduce two new waveforms called match-filtered PWE and two-stage PWE. We propose an integrated range-Doppler map and identification scheme for multiple moving extended targets. Performance comparisons in terms of joint probability of identification and determining targets range-Doppler locations with traditional wideband waveform and the three PWE-based waveforms are shown. It is shown that the three PWE-based waveforms perform better than the classical wideband waveform.

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Document Details

Document Type
Technical Report
Publication Date
Dec 01, 2014
Accession Number
ADA620834

Entities

People

  • Jo-yen Nieh

Organizations

  • Naval Postgraduate School

Tags

Communities of Interest

  • Energy and Power Technologies
  • Sensors

DTIC Thesaurus Topics

  • Classification
  • Detection
  • Doppler Effect
  • Doppler Radar
  • Identification
  • Information Theory
  • Pattern Recognition
  • Probability
  • Radar
  • Recognition
  • Signal Processing
  • Target Classification
  • Target Detection
  • Target Recognition
  • Three Dimensional
  • Two Dimensional
  • Waveforms

Fields of Study

  • Engineering

Readers

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