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
fDate :
10/1/2007 12:00:00 AM
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;
Journal_Title :
Aerospace and Electronic Systems, IEEE Transactions on
DOI :
10.1109/TAES.2007.4441737