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AUTOMATICA
2010
88views more  AUTOMATICA 2010»
13 years 7 months ago
Identification of nonlinear systems using Polynomial Nonlinear State Space models
Johan Paduart, Lieve Lauwers, Jan Swevers, Kris Sm...
AUTOMATICA
2010
99views more  AUTOMATICA 2010»
13 years 7 months ago
Two nonlinear optimization methods for black box identification compared
: In this paper, two nonlinear optimization methods for the identification of nonlinear systems are compared. Both methods estimate all the parameters of a polynomial nonlinear sta...
Anne Van Mulders, Johan Schoukens, Marnix Volckaer...
ICASSP
2011
IEEE
12 years 11 months ago
Fourier expansion of hammerstein models for nonlinear acoustic system identification
We consider the task of acoustic system identification, where the input signal undergoes a memoryless nonlinear transformation before convolving with an unknown linear system. We...
Sarmad Malik, Gerald Enzner
NECO
2002
104views more  NECO 2002»
13 years 7 months ago
An Unsupervised Ensemble Learning Method for Nonlinear Dynamic State-Space Models
A Bayesian ensemble learning method is introduced for unsupervised extraction of dynamic processes from noisy data. The data are assumed to be generated by an unknown nonlinear ma...
Harri Valpola, Juha Karhunen