A Direct State-Space Realization of Discrete-Time Linear Parameter-Varying Input-Output Models
Abstract
A minimal state-space (SS) realization of an identified linear parameter-varying (LPV) input-output (IO) model usually introduces dynamic and nonlinear dependency of the state-space coefficient functions, complicating stability analysis and controller synthesis. The aim of this paper is to introduce and analyze a direct SS realization of this IO model that avoids this nonlinear and dynamic dependency, at the cost of introducing a nonminimal state. It is shown that this direct SS realization 1) is reachable under a coprimeness condition on the coefficient functions of the IO model and a well-posedness condition on the model order, and 2) is never observable but that the unobservable directions converge to zero in a finite amount of steps, i.e., that the realization is reconstructible. The derived results are illustrated through numerical examples in both the LPV and LTI case.
Keywords
Cite
@article{arxiv.2502.19321,
title = {A Direct State-Space Realization of Discrete-Time Linear Parameter-Varying Input-Output Models},
author = {Johan Kon and Roland Tóth and Jeroen van de Wijdeven and Marcel Heertjes and Tom Oomen},
journal= {arXiv preprint arXiv:2502.19321},
year = {2025}
}
Comments
In preparation for journal submission