Title :
Linear time dependent systems
Author :
Rao, T. Subba ; Tong, Howell
Author_Institution :
University of Manchester Institute of Science and Technology, Manchester, England
fDate :
12/1/1974 12:00:00 AM
Abstract :
In studies of linear open-loop systems, the assumption of time invariance is often tacitly made. In this paper we show how a time dependent system can arise quite naturally. The estimation of time dependent transfer function, on the basis of a single realization, when the input/output processes are nonstationary is considered. We also consider the problem of testing a given open-loop system for time dependence. The tests described here make use of the concept of the "evolutionary cross spectra," and rests essentially on testing the "uniformity" of a set of vectors, whose components consist of the "evolutionary gain spectra" and "evolutionary phase spectra." Using a logarithmic transformation on the evolutionary gain spectra, we show that the mechanics of the tests are formally equivalent to a two-factor multivariate analysis of variance (MANOVA) procedure. Numerical illustrations, from the real and simulated data, of the proposed tests are included.
Keywords :
Linear systems, time-varying discrete-time; Nonstationary stochastic processes; System identification; Analysis of variance; Frequency response; Stochastic processes; Stochastic systems; System testing; Transfer functions; Visualization; Yttrium;
Journal_Title :
Automatic Control, IEEE Transactions on
DOI :
10.1109/TAC.1974.1100704