Title :
The use of maximum likelihood estimation for forming images of diffuse radar targets from delay-Doppler data
Author :
Snyder, Donald L. ; O´Sullivan, J.A. ; Miller, Michael I.
Author_Institution :
Dept. of Electr. Eng., Washington Univ., St. Louis, MO, USA
fDate :
5/1/1989 12:00:00 AM
Abstract :
An approach to high-resolution imaging that starts with a model of the radar echo signal derived from the physics governing radar reflections is presented. The model has been used in the past to describe radar targets that are rough compared to the wavelength of the transmitted radiation. Without specifying precisely what the transmitted signal is, a general estimation-based procedure is derived for obtaining images. After discretizing the model, the radar imaging problem reduces to the task of estimating discretized second-order statistics of the reflectance process of the target. Maximum-likelihood estimates of these statics are obtained as the limit point of an expectation-maximization algorithm
Keywords :
picture processing; radar theory; delay-Doppler data; diffuse radar targets; discretized second-order statistics; expectation-maximization algorithm; high-resolution imaging; maximum likelihood estimation; radar echo signal; radar reflections; Chirp; Delay estimation; Doppler radar; Maximum likelihood estimation; Propagation delay; Radar antennas; Radar imaging; Radar theory; Statistics; Transmitters;
Journal_Title :
Information Theory, IEEE Transactions on