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Affine LPV systems: realization theory, input-output equations and relationship with linear switched systems

TLDR
A Kalman-style realization theory for discrete-time affine LPV systems is formulated and it is shown that an input-output map has a realization by an affineLPV system if and only if it satisfies certain types of input- output equations.
Abstract
We formulate a Kalman-style realization theory for discrete-time affine LPV systems. By an affine LPV system we mean an LPV system whose matrices are affine functions of the scheduling parameter. In this paper we characterize those input-output behaviors which exactly correspond to affine LPV systems. In addition, we characterize minimal affine LPV systems which realize a given input-output behavior. Furthermore, we explain the relationship between Markov-parameters, Hankel-matrices, existence of an affine LPV realization and minimality. The results are derived by reducing the problem to the realization problem for linear switched systems. In this way, as a secondary contribution, we formally demonstrate the close relationship between LPV systems and linear switched systems. In addition we show that an input-output map has a realization by an affine LPV system if and only if it satisfies certain types of input-output equations.

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Journal ArticleDOI

Towards efficient maximum likelihood estimation of LPV-SS models

TL;DR: In this paper, a modular LPV-SS identification approach was proposed to identify multiple-input multiple-output (MIMO) linear parameter-varying (LPV) discrete-time state-space (SS) models with affine dependence on the scheduling variable.
Posted Content

Realization theory of discrete-time linear switched systems

TL;DR: In this paper, the authors present necessary and sufficient conditions for an input-output map to admit a discrete-time linear switched state-space realization, which are formulated as finite rank conditions of a generalized Hankel-matrix.
Journal ArticleDOI

Realization theory of discrete-time linear switched systems

TL;DR: The paper uses the theory of rational formal power series in non-commutative variables to prove that minimal realizations are unique up to isomorphism.
References
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Book

Approximation of Large-Scale Dynamical Systems

TL;DR: This paper presents SVD-Krylov Methods and Case Studies, a monograph on model reduction using Krylov methods for linear dynamical systems, and some examples of such reduction schemes.
Book

Automata, Languages, and Machines

TL;DR: This book attempts to provide a comprehensive textbook for undergraduate and postgraduate mathematicians with an interest in formal languages and automata, written by Professor Ian Chiswell.
Book

Rational Series and Their Languages

TL;DR: This chapter discusses the development of Rational Series over a Principal Ring, a model based on the model developed in Chapter I, and its applications to Languages and Codes.
Journal ArticleDOI

Identification of linear parameter varying models

TL;DR: In this article, the identification of a class of discrete-time nonlinear systems known as linear parameter varying systems (LPSS) is considered, and the identification problem can be reduced to a linear regression, and compact formulae for the corresponding least mean square and recursive least square algorithms are provided.
Book

Languages and Machines

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