Title :
Stable Approximations of Unstable Models
Author :
Haene, T.D. ; Pintelon, R. ; Guillaume, P.
Author_Institution :
Vrije Univ.Brussel, Brussels
Abstract :
This paper considers the following problem: starting from noisy data a model for the transfer function is estimated. For a finite number of data points, the model is not guaranteed to be stable, even when the true linear system is known to be stable. D´haene et al. [2006] describes an iterative procedure for calculating a stable approximation of an unstable model. This paper presents an improved algorithm resulting in significantly smaller approximation errors. In addition stable minimax solutions can also be generated.
Keywords :
approximation theory; iterative methods; numerical stability; transfer functions; approximation errors; iterative procedure; noisy data; stable approximations; system identification; transfer functions; unstable models; Cost function; Frequency; Instrumentation and measurement; Iterative algorithms; Linear systems; Matrix converters; Minimax techniques; Stability; Testing; Transfer functions; minimax; stability; system identification;
Conference_Titel :
Instrumentation and Measurement Technology Conference Proceedings, 2007. IMTC 2007. IEEE
Conference_Location :
Warsaw
Print_ISBN :
1-4244-0588-2
DOI :
10.1109/IMTC.2007.379369