Title :
A behavioral approach to linear exact modeling
Author :
Antoulas, A.C. ; Willems, J.C.
Author_Institution :
Dept. of Electr. & Comput. Eng., Rice Univ., Houston, TX, USA
fDate :
12/1/1993 12:00:00 AM
Abstract :
The behavioral approach to system theory provides a parameter-free framework for the study of the general problem of linear exact modeling and recursive modeling. The authors present the solution of the (continuous-time) polynomial-exponential time series modeling problem. Both recursive and nonrecursive solutions are provided and classified according to properties like complexity and controllability. It is shown, in particular, that recursive modeling corresponds to updating by means of a cascade inter-connection of systems. As a special case, the solution of several other problems, such as rational interpolation, realization, and modeling of arbitrary discrete-time time series, is obtained
Keywords :
controllability; interpolation; modelling; time series; behavioral approach; cascade interconnection; complexity; controllability; discrete-time time series; linear exact modeling; nonrecursive solutions; parameter-free framework; polynomial-exponential time series modeling; rational interpolation; realization; recursive modeling; recursive solutions; system theory; Area measurement; Controllability; Helium; Interpolation; Kalman filters; Measurement standards; Polynomials; Stochastic resonance; Stochastic systems; System identification;
Journal_Title :
Automatic Control, IEEE Transactions on