Kalman tracker with a turning acceleration estimator

Tetsuya Kawase, Hideshi Tsurunosono, Naoki Ehara, Iwao Sasase

Research output: Contribution to journalArticle

2 Citations (Scopus)

Abstract

In tracking systems using phased array antennas, the simple Kalman filter has been employed due to the development of high-speed computers in recent years. The Kalman filter performs almost perfect tracking when a target takes a straight course. However, the quality of the Kalman filter degrades significantly for maneuvering targets since the statistics of acceleration are assumed to be a white Gaussian process in the filter. The Kalman tracker with a simple input estimator and the two-stage Kalman estimator have been proposed for maneuvering target tracking that uses the residuals to estimate the target acceleration and that requires no a priori information of the magnitude of the maneuver. However, the estimate of the acceleration might not be accurate in the case that the residues increase dramatically such as the circular turn. In this paper, a Kalman tracker with a turning acceleration estimator is proposed that estimates the turning acceleration directly from the feature of the maneuvering target trajectory. A computer simulation is performed for various target profiles to show the effectiveness of the proposed tracker as compared with conventional trackers.

Original languageEnglish
Pages (from-to)1-11
Number of pages11
JournalElectronics and Communications in Japan, Part I: Communications (English translation of Denshi Tsushin Gakkai Ronbunshi)
Volume84
Issue number1
DOIs
Publication statusPublished - 2001

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Kalman filters
Antenna phased arrays
Target tracking
Trajectories
Statistics
Computer simulation

ASJC Scopus subject areas

  • Electrical and Electronic Engineering
  • Computer Networks and Communications

Cite this

Kalman tracker with a turning acceleration estimator. / Kawase, Tetsuya; Tsurunosono, Hideshi; Ehara, Naoki; Sasase, Iwao.

In: Electronics and Communications in Japan, Part I: Communications (English translation of Denshi Tsushin Gakkai Ronbunshi), Vol. 84, No. 1, 2001, p. 1-11.

Research output: Contribution to journalArticle

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