Title :
A novel class of BIBO stable recursive nonlinear filters
Author :
Sicuranza, Giovanni L. ; Carini, Alberto
Author_Institution :
DIA, Univ. of Trieste, Trieste, Italy
Abstract :
In this paper, we introduce a novel class of nonlinear filters characterized by two interesting properties: (i) according to the Stone-Weierstrass approximation theorem, the proposed nonlinear filters are able to arbitrarily well approximate any discrete-time, time-invariant, causal, infinite-memory, continuous, nonlinear system; (ii) the filters are always stable according to the bounded-input-bounded-output criterion. This novel class includes as a subclass the finite-memory even mirror Fourier nonlinear filters, which have been recently introduced as an useful tool for modeling strong saturation nonlinearities.
Keywords :
Fourier transforms; approximation theory; continuous systems; discrete time filters; nonlinear filters; nonlinear systems; BIBO stable recursive nonlinear filters; Stone-Weierstrass approximation theorem; bounded-input-bounded-output criterion; causal system; continuous system; discrete-time system; finite-memory even mirror Fourier nonlinear filters; infinite-memory system; nonlinear system; saturation nonlinearities; time-invariant system; Approximation methods; Mirrors; Noise; Nonlinear systems; Speech; Speech processing; BIBO stability; Nonlinear systems; linear-in-the-parameters nonlinear filters; universal approximators;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2014 IEEE International Conference on
Conference_Location :
Florence
DOI :
10.1109/ICASSP.2014.6855145