Title :
The constrained generalized data windowing conjugate gradient algorithm
Author :
Apolinario, J.A. ; de Campos, Marcello L. R.
Author_Institution :
Dept. of Electr. Eng., Mil. Inst. of Eng., Rio de Janeiro
Abstract :
This paper introduces a constrained version of a recently proposed generalized data windowing scheme applied to the conjugate gradient algorithm. This scheme combines two types of data windowing, the finite-data sliding window and the exponentially weighted data window, in an attempt to attain the best of both methods in a linearly constrained scenario. The proposed algorithm was tested in a simple adaptive beamforming application, where the expected better performance was demonstrated.
Keywords :
adaptive filters; array signal processing; gradient methods; adaptive beamforming application; conjugate gradient algorithm; finite-data sliding window; generalized data windowing scheme; weighted data window; Adaptive filters; Array signal processing; Character generation; Data engineering; Equations; Matrix decomposition; Null space; Sensor arrays; Subspace constraints; Testing;
Conference_Titel :
Signal Processing Advances in Wireless Communications, 2008. SPAWC 2008. IEEE 9th Workshop on
Conference_Location :
Recife
Print_ISBN :
978-1-4244-2045-2
Electronic_ISBN :
978-1-4244-2046-9
DOI :
10.1109/SPAWC.2008.4641656