Title :
Waveform-Agile Sensing for Tracking Multiple Targets in Clutter
Author :
Sira, Sandeep P. ; Papandreou-Suppappola, Antonia ; Morrell, Darryl ; Cochran, Douglas
Author_Institution :
Dept. of Electr. Eng., Arizona State Univ., AZ
Abstract :
In this paper, we consider the problem of scheduling the waveform transmitted by waveform-agile radar sensors to track multiple targets in clutter. A number of generalized frequency modulated chirps with trapezoidal envelope form the library of waveforms available to the sensors, which obtain measurements using a nonlinear observation model. A joint probabilistic data association filter is used to track the target, and the waveform selection is made so as to minimize the predicted mean square tracking error. We provide simulation results to show that the scheduling improves the tracking performance of multiple targets even in the presence of clutter.
Keywords :
chirp modulation; frequency modulation; least mean squares methods; radar clutter; radar tracking; scheduling; sensor fusion; target tracking; tracking filters; clutter; generalized frequency modulated chirp; joint probabilistic data association filter; mean square tracking error minimization; multiple target tracking; nonlinear observation model; scheduling; trapezoidal envelope; waveform-agile radar sensor; Chirp; Clutter; Delay estimation; Filters; Frequency modulation; Intelligent sensors; Libraries; Optimization methods; Radar tracking; Target tracking;
Conference_Titel :
Information Sciences and Systems, 2006 40th Annual Conference on
Conference_Location :
Princeton, NJ
Print_ISBN :
1-4244-0349-9
Electronic_ISBN :
1-4244-0350-2
DOI :
10.1109/CISS.2006.286687