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
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;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2007. ICASSP 2007. IEEE International Conference on
Conference_Location :
Honolulu, HI
Print_ISBN :
1-4244-0727-3
DOI :
10.1109/ICASSP.2007.366231