DocumentCode :
714959
Title :
Local sparse reconstructions of Doppler frequency using chirp atoms
Author :
Nguyen, Yen T. H. ; Amin, Moeness G. ; Ghogho, Mounir ; McLernon, Des
Author_Institution :
Center for Adv. Commun., Villanova Univ., Villanova, PA, USA
fYear :
2015
fDate :
10-15 May 2015
Firstpage :
1280
Lastpage :
1284
Abstract :
The paper considers sparse reconstruction of Doppler and microDoppler time-frequency (TF) signatures of radar returns of moving targets from limited or incomplete data. The typically employed sinusoidal dictionary, relating the windowed compressed measurements to the signal local frequency contents, induces competing requirements on the window size. In this paper, we use chirp dictionary for each window position to relax this adverse window length-sparsity interlocking. It is shown that local frequency reconstruction using chirp atoms better represents the approximate piece-wise chirp behavior of most Doppler TF signatures. This enables the utilization of longer windows for accurate time-frequency representations. Simulation examples are provided demonstrating the superior performance of local chirp dictionary over its sinusoidal counterpart.
Keywords :
Doppler radar; chirp modulation; radar signal processing; signal reconstruction; Doppler frequency; adverse window length-sparsity interlocking; approximate piece-wise chirp behavior; chirp atoms; chirp dictionary; local sparse reconstructions; microDoppler time-frequency; signal local frequency contents; sinusoidal dictionary; Atomic clocks; Chirp; Dictionaries; Doppler effect; Matching pursuit algorithms; Radar; Time-frequency analysis;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Radar Conference (RadarCon), 2015 IEEE
Conference_Location :
Arlington, VA
Print_ISBN :
978-1-4799-8231-8
Type :
conf
DOI :
10.1109/RADAR.2015.7131192
Filename :
7131192
Link To Document :
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