Title :
A new method for moving-average parameter estimation
Author :
Stoica, Petre ; Du, Lin ; Li, Jian ; Georgiou, Tryphon
Author_Institution :
Dept. of Inf. Technol., Uppsala Univ., Uppsala, Sweden
Abstract :
We introduce an apparently original method for moving-average parameter estimation, based on covariance fitting and convex optimization. The proposed method is shown by means of numerical simulation to provide much more accurate parameter estimates, in difficult scenarios, than a related existing method does. We derive the new method via an analogy with a covariance fitting interpretation of the Capon beamforming from array processing. In the process, we also point out some new facts on Capon beamforming.
Keywords :
array signal processing; convex programming; covariance matrices; parameter estimation; Capon beamforming; array signal processing; convex optimization; covariance fitting; moving-average parameter estimation; numerical simulation; Accuracy; Array signal processing; Covariance matrix; Estimation; Matrix decomposition; Parameter estimation; Polynomials;
Conference_Titel :
Signals, Systems and Computers (ASILOMAR), 2010 Conference Record of the Forty Fourth Asilomar Conference on
Conference_Location :
Pacific Grove, CA
Print_ISBN :
978-1-4244-9722-5
DOI :
10.1109/ACSSC.2010.5757855