DocumentCode :
962353
Title :
Dynamic Configuration of Time-Varying Waveforms for Agile Sensing and Tracking in Clutter
Author :
Sira, Sandeep P. ; Papandreou-Suppappola, Antonia ; Morrell, Darryl
Author_Institution :
Arizona State Univ., Tempe
Volume :
55
Issue :
7
fYear :
2007
fDate :
7/1/2007 12:00:00 AM
Firstpage :
3207
Lastpage :
3217
Abstract :
The advent of waveform-agile sensors has enabled the design of tracking systems where the transmitted waveform is changed on-the-fly in response to the tracker´s requirements. This approach can provide performance improvements over individual optimization of the sensor waveform or the tracking algorithm. In this paper, we consider joint sensor configuration and tracking for the problem of tracking a single target in the presence of clutter using range and range-rate measurements obtained by waveform-agile, active sensors in a narrowband environment. We propose an algorithm to select and configure linear and nonlinear frequency-modulated waveforms to minimize the predicted mean square error (MSE) in the target state estimate; the MSE is predicted using the Cramer-Rao lower bound on the measurement error in conjunction with the unscented transform. We further extend our algorithm to match wideband environments, and we demonstrate the algorithm performance through a Monte Carlo simulation of a radar tracking example.
Keywords :
Monte Carlo methods; clutter; least mean squares methods; sensors; target tracking; Cramer-Rao lower bound; Monte Carlo simulation; active sensors; agile sensing; agile tracking; clutter; dynamic configuration; joint sensor configuration; mean square error; measurement error; nonlinear frequency-modulated waveforms; radar tracking example; range-rate measurements; sensor waveform; target tracking; time-varying waveforms; tracking algorithm; waveform-agile sensors; Clutter; Frequency estimation; Intelligent sensors; Mean square error methods; Narrowband; Radar tracking; Sensor systems; State estimation; Target tracking; Time varying systems; Clutter; target-tracking; waveform-scheduling;
fLanguage :
English
Journal_Title :
Signal Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1053-587X
Type :
jour
DOI :
10.1109/TSP.2007.894418
Filename :
4244730
Link To Document :
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