DocumentCode
1049455
Title
Estimation near "Zero Information" points: angle-of-arrival near the endfire
Author
Bashan, Eran ; Weiss, Anthony J. ; Bar-Shalom, Yaakov
Author_Institution
Univ. of Michigan, Ann Arbor
Volume
43
Issue
4
fYear
2007
fDate
10/1/2007 12:00:00 AM
Firstpage
1250
Lastpage
1264
Abstract
We examine large-sample properties of the maximum- likelihood estimator (MLE) in the vicinity of points where the Fisher information measure (FIM) equals zero. Under mild regularity conditions the MLE is asymptotically efficient and therefore lower bounded by the Cramer-Rao lower bound (CRLB) [5], which diverges for such points. When a linear sensor array is used for angle-of-arrival (AOA) estimation, the CRLB diverges as the AOA approaches pi/2. We provide new results characterizing the MLE performance in the AOA problem.
Keywords
array signal processing; direction-of-arrival estimation; maximum likelihood estimation; Cramer-Rao lower bound; Fisher information measure; angle-of-arrival estimation; linear sensor array; maximum- likelihood estimator; Bayesian methods; Chromium; Computer science; Estimation error; Maximum likelihood estimation; Mean square error methods; Random variables; Sensor arrays; Sensor phenomena and characterization; State estimation;
fLanguage
English
Journal_Title
Aerospace and Electronic Systems, IEEE Transactions on
Publisher
ieee
ISSN
0018-9251
Type
jour
DOI
10.1109/TAES.2007.4441737
Filename
4441737
Link To Document