Selection of Parameters for Band-Diagonal Regularization of Maximum Likelihood Estimates of Gaussian Interference Correlation Matrices and Their Inverses

Autor: Yevhen A. Katiushyn, Andrii V. Semeniaka, Dmytro V. Atamanskiy, Viacheslav P. Riabukha
Rok vydání: 2021
Předmět:
Zdroj: Radioelectronics and Communications Systems; Vol. 64 No. 5 (2021); 229-237
Radioelectronics and Communications Systems; Том 64 № 5 (2021); 229-237
ISSN: 1934-8061
0735-2727
DOI: 10.3103/s0735272721050010
Popis: This study is devoted to the substantiation of practical recommendations on the selection of parameters for the band-diagonal regularization of maximum likelihood estimates of Hermitian correlation matrices of Gaussian interferences. These parameters include the diagonal regularization parameter and band regularization parameter, which represents the compensation multiplicity, i.e., the number of stages of adaptive lattice filters, for ensuring the high speed of adaptation of radar protection systems against the noise jamming and clutter corresponding to the theoretical (ultimate) limit. It has been shown that during the adaptive spatial processing of signals against the background of noise jamming, the selection of diagonal regularization parameter depends on the dimension of problem, while during the time processing of signals against the background of clutter, it also depends on the shape of correlation function of such interferences. The limitation of the number of stages of adaptive lattice filters as compared with the number of time channels makes it possible to simplify the adaptive processing of signals against the background of clutter and at the same time to increase the speed of adaptation.
Databáze: OpenAIRE
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