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Passive Radar Tracking in Clutter Using Range and Range-Rate Measurements.

Asma Asif1, Sithamparanathan Kandeepan1, Robin J Evans2

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Summary
This summary is machine-generated.

This study introduces an Unscented Kalman Filter with Probabilistic Data Association (UKF-PDA) for enhanced 3D target tracking in passive bistatic radars. The UKF-PDA method effectively reduces bias and improves tracking accuracy, even with limited bearing data.

Keywords:
biasextended Kalman filterpassive radarsprobabilistic data associationunscented Kalman filter

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Area of Science:

  • Radar Systems Engineering
  • Signal Processing
  • Estimation Theory

Background:

  • Accurate 3D target tracking is crucial for passive bistatic radar systems.
  • Traditional Extended Kalman Filter (EKF) methods exhibit bias with missing or poor bearing data.
  • Nonlinearities in passive bistatic radar tracking necessitate advanced filtering techniques.

Purpose of the Study:

  • To develop a robust 3D target tracking algorithm for passive bistatic radars.
  • To mitigate bias introduced by traditional EKF methods in scenarios with incomplete bearing information.
  • To enhance tracking performance in cluttered environments using range and range-rate measurements.

Main Methods:

  • Implementation of the Unscented Kalman Filter (UKF) to address nonlinearities in 3D tracking.
  • Integration of the Probabilistic Data Association (PDA) algorithm with the UKF to manage environmental clutter.
  • Utilizing range and range-rate measurements for state estimation.

Main Results:

  • The proposed UKF-PDA framework successfully reduces estimation bias.
  • Significant improvements in 3D target tracking accuracy were demonstrated through simulations.
  • The method shows enhanced capability in handling missing or low-quality bearing data.

Conclusions:

  • The UKF-PDA approach offers a superior alternative to traditional EKF for passive bistatic radar tracking.
  • This framework significantly advances the state-of-the-art in passive bistatic radar target tracking capabilities.
  • The proposed method provides a robust solution for accurate 3D tracking in challenging radar environments.