Title :
Application of ridge regression analysis to optimum array processing
Author :
Repasky, B.J. ; Breed, B.R.
Author_Institution :
Hughes Aircraft Company, Fullerton, California
Abstract :
In this paper, the ridge regression. technique of Hoerl and Kennard is applied to array processing. Optimum solutions as described by Edelblute, et al. often result in a highly sensitive supergain condition. Thus in order to actually achieve the theoretical gain predicted, the excitation and position of each sensor must be controlled with extraordinary accuracy. We present a method of modifying the Wiener optimum solution based on the ridge trace in such a way as to alleviate supergain conditions with neligible reduction of array gain. We demonstrate this effect by examining the array gain and several measures of sensitivity.
Keywords :
Aircraft; Array signal processing; Background noise; Covariance matrix; Equations; Gain measurement; Linear regression; Propagation delay; Regression analysis; Vectors;
Conference_Titel :
Acoustics, Speech, and Signal Processing, IEEE International Conference on ICASSP '80.
DOI :
10.1109/ICASSP.1980.1171027