The use of maximum likelihood estimation for forming images ofdiffuse radar targets from delay-Doppler data
Snyder, D.L.; Oapos;Sullivan, J.A.; Miller, M.I.
Information Theory, IEEE Transactions on
Volume 35, Issue 3, May 1989 Page(s):536 - 548
Digital Object Identifier 10.1109/18.30975
Summary: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
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