DETECTION OF NUMBER OF SOURCES VIA EXPLOITATION OF CENTRO-SYMMETRY PROPERTY

Citation
Gh. Xu et al., DETECTION OF NUMBER OF SOURCES VIA EXPLOITATION OF CENTRO-SYMMETRY PROPERTY, IEEE transactions on signal processing, 42(1), 1994, pp. 102-112
Citations number
22
Categorie Soggetti
Acoustics
ISSN journal
1053587X
Volume
42
Issue
1
Year of publication
1994
Pages
102 - 112
Database
ISI
SICI code
1053-587X(1994)42:1<102:DONOSV>2.0.ZU;2-C
Abstract
Forward/backward (FB) averaging is a technique which can be employed i n sensor array signal processing for exploiting a so-called centro-sym metry property of the signal subspace to improve parameter estimation accuracy. Although FB averaging effectively doubles the number of data samples, it also introduces correlation among these data vectors. Thi s correlation complicates not only the performance analysis, but also the detection of the number of sources. When FB averaging is employed, existing detection procedures such as sequential hypothesis (SH) like lihood ratio tests, minimum description length (MDL), and an informati on criterion (AIC) must be modified to correctly account for this prep rocessing of the data. Herein, proper exploitation of the centro-symme try property of the FB averaged covariance is described and a rigorous analysis is conducted. It is shown that the general scheme of existin g methods is still applicable to the FB averaging case, but that the p arameters (e.g., degrees of freedom) need to be adjusted.