Title :
A transform-domain G-PrOBE algorithm
Author :
Natarajan, A. ; Atti, V. ; Spanias, A. ; Tsakalis, K. ; Iasemidis, L.
Author_Institution :
Dept. of Electr. Eng., Arizona State Univ., Tempe, AZ
Abstract :
We propose a computationally attractive transform-domain gradient-with-projection-on-bounding-ellipsoid (G-PrOBE) algorithm. The main idea in the proposed frequency-domain G-PrOBE algorithm is that the system parameters are computed by projecting the gradient estimate onto a set that is updated using a priori information from the instantaneous error magnitude. Experimental results demonstrate that the transform-domain G-PrOBE algorithm is more robust towards burst errors and tends to exhibit smaller parameter variance relative to gradient-type algorithms especially under low signal excitation
Keywords :
frequency-domain analysis; gradient methods; error burst; gradient estimate; gradient-with-projection-on-bounding-ellipsoid; Adaptive algorithm; Biomedical engineering; Ellipsoids; Estimation error; Frequency domain analysis; Frequency estimation; Information filtering; Information filters; Probes; Robustness;
Conference_Titel :
Circuits and Systems, 2006. ISCAS 2006. Proceedings. 2006 IEEE International Symposium on
Conference_Location :
Island of Kos
Print_ISBN :
0-7803-9389-9
DOI :
10.1109/ISCAS.2006.1693090