DocumentCode
2690885
Title
Scaled Conjugate Gradient Method for Radar Pulse Modulation Estimation
Author
Lunden, Jarmo ; Koivunen, Visa
Author_Institution
Signal Process. Lab., Helsinki Univ. of Technol., Espoo, Finland
Volume
2
fYear
2007
fDate
15-20 April 2007
Abstract
This paper addresses the problem of estimating a common modulation from a group of intercepted radar pulses. Estimated modulation profile operates as the basis for specific emitter identification (SEI). A robust M-estimation technique using scaled conjugate gradient algorithm for improving the frequency alignment of the pulses is proposed. In addition, postprocessing of the estimated modulation profiles for identification is considered. Simulation experiments are conducted in order to compare the performance with previously proposed methods. Results show that the proposed robust M-estimation technique provides improved performance at low signal-to-noise ratio regime due to better frequency alignment of the intercepted pulses.
Keywords
conjugate gradient methods; pulse modulation; radar signal processing; frequency alignment; intercepted radar pulses; low signal-to-noise ratio regime; radar pulse modulation estimation; robust M-estimation technique; scaled conjugate gradient method; specific emitter identification; Frequency estimation; Gaussian noise; Gradient methods; Laboratories; Maximum likelihood estimation; Pulse modulation; Radar signal processing; Robustness; Signal processing algorithms; Signal to noise ratio; M-estimation; radar; robustness; scaled conjugate gradient; specific emitter identification;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech and Signal Processing, 2007. ICASSP 2007. IEEE International Conference on
Conference_Location
Honolulu, HI
ISSN
1520-6149
Print_ISBN
1-4244-0727-3
Type
conf
DOI
10.1109/ICASSP.2007.366231
Filename
4217404
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