On-Line Blind Separation of Non-Stationary Signals
Yugoslav journal of operations research, Tome 15 (2005) no. 1, p. 79
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This paper addresses the problem of blind separation of non-stationary signals.
We introduce an on-line separating algorithm for estimation of independent source
signals using the assumption of non-stationarity of sources. As a separating model, we
apply a self-organizing neural network with lateral connections, and define a contrast
function based on correlation of the network outputs. A separating algorithm for
adaptation of the network weights is derived using the state-space model of the network
dynamics, and the extended Kalman filter. Simulation results obtained in blind separation
of artificial and real-world signals from their artificial mixtures have shown that
separating algorithm based on the extended Kalman filter outperforms stochastic gradient
based algorithm both in convergence speed and estimation accuracy.
Keywords:
Blind source separation, decorrelaton, neural networks, extended Kalman filter.
Slavica Todorović-Zarkula; Branimir Todorović; Miomir Stanković. On-Line Blind Separation of Non-Stationary Signals. Yugoslav journal of operations research, Tome 15 (2005) no. 1, p. 79 . http://geodesic.mathdoc.fr/item/YJOR_2005_15_1_a6/
@article{YJOR_2005_15_1_a6,
author = {Slavica Todorovi\'c-Zarkula and Branimir Todorovi\'c and Miomir Stankovi\'c},
title = {On-Line {Blind} {Separation} of {Non-Stationary} {Signals}},
journal = {Yugoslav journal of operations research},
pages = {79 },
year = {2005},
volume = {15},
number = {1},
language = {en},
url = {http://geodesic.mathdoc.fr/item/YJOR_2005_15_1_a6/}
}
TY - JOUR AU - Slavica Todorović-Zarkula AU - Branimir Todorović AU - Miomir Stanković TI - On-Line Blind Separation of Non-Stationary Signals JO - Yugoslav journal of operations research PY - 2005 SP - 79 VL - 15 IS - 1 UR - http://geodesic.mathdoc.fr/item/YJOR_2005_15_1_a6/ LA - en ID - YJOR_2005_15_1_a6 ER -