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Orthogonal Periodic Sequences for the Identification of Functional Link Polynomial Filters

Carini, Alberto
•
Orcioni, Simone
•
Terenzi, Alessandro
•
Cecchi, Stefania
2020
  • journal article

Periodico
IEEE TRANSACTIONS ON SIGNAL PROCESSING
Abstract
The paper introduces a novel family of deterministic periodic signals, the orthogonal periodic sequences (OPSs), that allow the perfect identification on a finite period of any functional link polynomials (FLiP) filter with the cross-correlation method. The class of FLiP filters is very broad and includes many popular nonlinear filters, as the well-known Volterra and the Wiener nonlinear filters. The novel sequences share many properties of the perfect periodic sequences (PPSs). As the PPSs, they allow the perfect identification of FLiP filters with the cross-correlation method. But, while PPSs exist only for orthogonal FLiP filters, the OPSs allow also the identification of non-orthogonal FLiP filters, as the Volterra filters. In OPSs, the modeled system input can be any persistently exciting sequence and can also be a quantized sequence. Moreover, OPSs can often identify FLiP filters with a sequence period and a computational complexity much smaller that PPSs. The provided experimental results, involving the identification of real devices and of a benchmark model, highlight the potentialities of the proposed OPSs in modeling unknown nonlinear systems.
DOI
10.1109/TSP.2020.3021244
WOS
WOS:000579071400002
Archivio
http://hdl.handle.net/11368/2971773
info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-85093956870
https://ieeexplore.ieee.org/document/9184956
Diritti
open access
license:copyright editore
license:copyright editore
FVG url
https://arts.units.it/request-item?handle=11368/2971773
Soggetti
  • Ortogonal Periodic Se...

  • Functional Link Polyn...

  • nonlinear filters

Scopus© citazioni
3
Data di acquisizione
Jun 14, 2022
Vedi dettagli
Web of Science© citazioni
10
Data di acquisizione
Mar 8, 2024
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