Title :
Application of the L-curve technique to loading level determination in adaptive beamforming
Author :
Hiemstra, John D. ; Weippert, Matthew E. ; Goldstein, J.Scott ; Pratt, Tim
Author_Institution :
SAIC, Chantilly, VA, USA
Abstract :
Diagonal loading is a well-known technique in adaptive beamforming for adding robustness to mismatch. Effective use of this technique, however, requires that the loading level be properly set for the given environment. A technique called the L-curve, has been developed in the numerical linear algebra community for selecting the regularization parameter in least squares problems. Motivation for the L-curve is developed herein. This technique is applied to adaptive beamforming and its performance is evaluated through Monte Carlo simulation. Initial results indicate that the L-curve predicts the optimal loading level very well.
Keywords :
Monte Carlo methods; array signal processing; digital simulation; linear algebra; L-curve technique; Monte Carlo simulation; adaptive beamforming; diagonal loading; least squares problems; loading level determination; numerical linear algebra; performance evaluation; regularization parameter; Array signal processing; Covariance matrix; Distortion measurement; Filters; Interference; Least squares methods; Linear algebra; Mean square error methods; Q measurement; Robustness;
Conference_Titel :
Signals, Systems and Computers, 2002. Conference Record of the Thirty-Sixth Asilomar Conference on
Conference_Location :
Pacific Grove, CA, USA
Print_ISBN :
0-7803-7576-9
DOI :
10.1109/ACSSC.2002.1196983