Title :
Multiple radar targets detection by exploiting induced amplitude modulation
Author :
Gini, Fulvio ; Bordoni, Federica ; Farina, Alfonso
Author_Institution :
Dept. of Ingegneria dell´´Informazione, Univ. of Pisa, Italy
fDate :
4/1/2004 12:00:00 AM
Abstract :
This work deals with the problem of detecting and estimating multiple radar targets present in the same range-azimuth resolution cell of a surveillance radar system with a mechanically rotating antenna. In the first part of the work, we tackled the problem of estimating target complex amplitudes, Doppler frequencies, and directions of arrival, and a consistent estimator based on the asymptotic maximum likelihood (AML) method was derived. In this second part, we tackle the "detection problem," which consists of determining the number of targets. First, the target parameters are estimated, assuming a maximum number of possible targets. Subsequently, these estimates are used in a successive hypotheses test procedure. The statistic of the test at each step of the procedure is derived by using an asymptotic expression of the generalized likelihood ratio test (GLRT) statistic. Performance of the proposed algorithm is investigated through both asymptotical analysis (as concerning the probability of false alarm) and Monte Carlo simulation.
Keywords :
Monte Carlo methods; amplitude modulation; direction-of-arrival estimation; maximum likelihood detection; radar clutter; radar detection; radar signal processing; search radar; DOA estimation; Doppler frequency; Monte Carlo simulations; RELAX algorithm; asymptotic maximum likelihood method; direction of arrival; generalized likelihood radio test statistics; induced amplitude modulation; multiple radar target detection; multiple radar target estimation; radar clutter; surveillance radar system; Amplitude estimation; Amplitude modulation; Direction of arrival estimation; Doppler radar; Frequency estimation; Object detection; Radar antennas; Radar detection; Statistical analysis; Testing;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2004.823484