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On Behavioral Model Identification

Johansson, Rolf LU orcid and Robertsson, Anders LU (2004) In Signal Processing 84(7). p.1089-1100
Abstract
This paper presents theory andalgorithms for system identification suitable for the framework of behavioral system theory. An algorithm basedon algebraic system theory and realization theory (Ho-Kalman realization) in a subspace model identification framework is presented. The novel approach taken consists of the formulation of input-output data as an impulse response model and the subsequent application of state-space realization. The method provides an approximation framework for simultaneous model identification and signal reconstruction.
Please use this url to cite or link to this publication:
author
and
organization
publishing date
type
Contribution to journal
publication status
published
subject
keywords
Time-series analysis, System identification, Behavioral systems, State-space system
in
Signal Processing
volume
84
issue
7
pages
1089 - 1100
publisher
Elsevier
external identifiers
  • wos:000222149800003
  • scopus:2642535994
ISSN
0165-1684
DOI
10.1016/j.sigpro.2004.03.010
language
English
LU publication?
yes
id
28d63c6b-f404-42e6-8d0d-b332e09521b8 (old id 161439)
date added to LUP
2016-04-01 15:43:43
date last changed
2022-01-28 06:49:23
@article{28d63c6b-f404-42e6-8d0d-b332e09521b8,
  abstract     = {{This paper presents theory andalgorithms for system identification suitable for the framework of behavioral system theory. An algorithm basedon algebraic system theory and realization theory (Ho-Kalman realization) in a subspace model identification framework is presented. The novel approach taken consists of the formulation of input-output data as an impulse response model and the subsequent application of state-space realization. The method provides an approximation framework for simultaneous model identification and signal reconstruction.}},
  author       = {{Johansson, Rolf and Robertsson, Anders}},
  issn         = {{0165-1684}},
  keywords     = {{Time-series analysis; System identification; Behavioral systems; State-space system}},
  language     = {{eng}},
  number       = {{7}},
  pages        = {{1089--1100}},
  publisher    = {{Elsevier}},
  series       = {{Signal Processing}},
  title        = {{On Behavioral Model Identification}},
  url          = {{http://dx.doi.org/10.1016/j.sigpro.2004.03.010}},
  doi          = {{10.1016/j.sigpro.2004.03.010}},
  volume       = {{84}},
  year         = {{2004}},
}