Nonlinear system modeling and identification using Volterra-PARAFAC models

@inproceedings{Favier2012NonlinearSM,
  title={Nonlinear system modeling and identification using Volterra-PARAFAC models},
  author={G{\'e}rard Favier and Alain Y. Kibangou and Thomas Bouilloc},
  year={2012}
}
Discrete-time Volterra models are widely used in various application areas. Their usefulness is mainly because of their ability to approximate to an arbitrary precision any fading memory nonlinear system and to their property of linearity with respect to parameters, the kernels coefficients. The main drawback of these models is their parametric complexity implying the need to estimate a huge number of parameters. Considering Volterra kernels of order higher than two as symmetric tensors, we use… CONTINUE READING
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