Mimo systems parameters identification
<p>In this thesis, a presentation of a new canonical representation of multi-input multioutput systems is given. The new characterization covers the full range of practical situations in linear systems according to the structural properties and model of the perturbations which are known. Its...
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ndltd-VTETD-oai-vtechworks.lib.vt.edu-10919-415792021-05-05T05:40:24Z Mimo systems parameters identification Bennia, Abdelhak Electrical Engineering VanLandingham, Hugh F. Baumann, William T. Vorperian, Vatche LD5655.V855 1986.B466 Parameter estimation System analysis <p>In this thesis, a presentation of a new canonical representation of multi-input multioutput systems is given. The new characterization covers the full range of practical situations in linear systems according to the structural properties and model of the perturbations which are known. Its direct link to ARMA processes as well as to classical state space representation ls also given.</p> <p> The importance of the new representation lies in the fact that all unknown parameters and state variables appear linearly multlplied by either external variables (inputs and outputs) that appear in the data record, or by matrices that are only composed of ieroes and ones. This property enables us to perform a joint state and parameters estimation. Moreover, if the noises are gaussian and their statistics are known, an on-line algorithm that involves a standard dlscrete-time time-varying Kalman filter is proposed and used successfully in the estimation of unknown parameters for simulated examples.</p> Master of Science 2014-03-14T21:31:36Z 2014-03-14T21:31:36Z 1986-06-05 2013-03-12 2013-03-12 2013-03-12 Thesis Text etd-03122013-040315 http://hdl.handle.net/10919/41579 http://scholar.lib.vt.edu/theses/available/etd-03122013-040315/ OCLC# 14908618 LD5655.V855_1986.B466.pdf In Copyright http://rightsstatements.org/vocab/InC/1.0/ vii, 119 leaves BTD application/pdf application/pdf Virginia Tech |
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LD5655.V855 1986.B466 Parameter estimation System analysis Bennia, Abdelhak Mimo systems parameters identification |
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<p>In this thesis, a presentation of a new canonical representation of multi-input multioutput
systems is given. The new characterization covers the full range of practical
situations in linear systems according to the structural properties and model of the
perturbations which are known. Its direct link to ARMA processes as well as to
classical state space representation ls also given.</p>
<p>
The importance of the new representation lies in the fact that all unknown parameters
and state variables appear linearly multlplied by either external variables (inputs
and outputs) that appear in the data record, or by matrices that are only composed
of ieroes and ones. This property enables us to perform a joint state and parameters
estimation. Moreover, if the noises are gaussian and their statistics are known, an
on-line algorithm that involves a standard dlscrete-time time-varying Kalman filter is
proposed and used successfully in the estimation of unknown parameters for simulated
examples.</p> === Master of Science |
author2 |
Electrical Engineering |
author_facet |
Electrical Engineering Bennia, Abdelhak |
author |
Bennia, Abdelhak |
author_sort |
Bennia, Abdelhak |
title |
Mimo systems parameters identification |
title_short |
Mimo systems parameters identification |
title_full |
Mimo systems parameters identification |
title_fullStr |
Mimo systems parameters identification |
title_full_unstemmed |
Mimo systems parameters identification |
title_sort |
mimo systems parameters identification |
publisher |
Virginia Tech |
publishDate |
2014 |
url |
http://hdl.handle.net/10919/41579 http://scholar.lib.vt.edu/theses/available/etd-03122013-040315/ |
work_keys_str_mv |
AT benniaabdelhak mimosystemsparametersidentification |
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