Authors: Todorović, Branimir
Stanković, Miomir 
Todorović-Zarkula, Slavica
Title: On-line adaptive RBF network in stationary and nonstationary environment
Journal: Proceedings of the Mediterranean Electrotechnical Conference - MELECON
Volume: 2
First page: 453
Last page: 456
Conference: 10th Mediterranean Electrotechnical Conference (MALECON2000); Lemesos, Cyprus ; 29 May 2000 through 31 May 2000
Issue Date: 1-Dec-2000
Rank: M33
DOI: 10.1109/MELCON.2000.879968
Sequential adaptation of RBF network parameters and structure is achieved using extended Kalman filter. Criterion for network growing is obtained from Kalman filter's consistency test. The Optimal Brain Surgeon and Optimal Brain Damage prunning methods are derived for networks which parameters are estimated by EKF. Criteria for neurons/connections pruning are based on the statistical parameter significance test.
Publisher: IEEE

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