Title :
Uniform approximation of periodically-varying systems
Author :
Sandberg, Irwin W.
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Texas, Austin, TX, USA
Abstract :
It is shown that the elements of a large class of periodically varying nonlinear input-output maps can be uniformly approximated arbitrarily well, over infinite time intervals, using a certain structure that can be implemented in many ways using, for example, radial basis functions, polynomial functions, piecewise linear functions, sigmoids, or combinations of these functions. For the special case in which these functions are taken to be certain polynomial functions, the input-output map of our structure is a generalized finite Volterra series. Results are given for the case in which inputs and outputs are defined on IR. The case in which inputs and outputs are defined on the half-line IR+ is also addressed. In both cases inputs need not be functions that are continuous.
Keywords :
Volterra series; nonlinear dynamical systems; piecewise linear techniques; polynomial approximation; radial basis function networks; approximately-finite memory; generalized finite Volterra series; infinite time intervals; myopic maps; nonlinear input-output maps; nonlinear systems; periodically-varying systems; piecewise linear functions; polynomial functions; radial basis functions; sigmoids; uniform approximation; Circuits; Delay effects; Feedback; Linear systems; Nonlinear dynamical systems; Nonlinear systems; Piecewise linear approximation; Piecewise linear techniques; Polynomials; Time varying systems; Approximately-finite memory; input–output maps; myopic maps; nonlinear systems; periodically varying systems; uniform approximation;
Journal_Title :
Circuits and Systems I: Regular Papers, IEEE Transactions on
DOI :
10.1109/TCSI.2004.832735