Publication result detail

Comparison of Identification Methods for Dynamical System Models in a Single Chip

TŮMA, M.; KÁRSKÝ, V.; JURA, P.

Original Title

Comparison of Identification Methods for Dynamical System Models in a Single Chip

English Title

Comparison of Identification Methods for Dynamical System Models in a Single Chip

Type

Paper in proceedings (conference paper)

Original Abstract

In this study, we implement a continuous-time linear time-invariant (LTI) system and validate its properties through system identification. We specifically explore two identification methods: one that relies on utilizing generalized Laguerre functions (GLF) and another that employs the least squares (LS) approach, all within a noisy environment. Our findings reveal a substantial reduction in Root Mean Square (RMS) error when employing the GLF identification method compared to the method utilizing least squares approximation.

English abstract

In this study, we implement a continuous-time linear time-invariant (LTI) system and validate its properties through system identification. We specifically explore two identification methods: one that relies on utilizing generalized Laguerre functions (GLF) and another that employs the least squares (LS) approach, all within a noisy environment. Our findings reveal a substantial reduction in Root Mean Square (RMS) error when employing the GLF identification method compared to the method utilizing least squares approximation.

Keywords

continuous LTI system, identification, generalized Laguerre functions

Key words in English

continuous LTI system, identification, generalized Laguerre functions

Authors

TŮMA, M.; KÁRSKÝ, V.; JURA, P.

RIV year

2025

Released

07.06.2024

Publisher

AMER INST PHYSICS

Location

MELVILLE

ISBN

978-07-3544-954-1

Book

AIP Conference Proceedings

ISBN

0094-243X

Periodical

AIP conference proceedings

Volume

3094

State

United States of America

Pages from

1

Pages to

4

Pages count

4

BibTex

@inproceedings{BUT189928,
  author="Martin {Tůma} and Vilém {Kárský} and Pavel {Jura}",
  title="Comparison of Identification Methods for Dynamical System Models in a Single Chip",
  booktitle="AIP Conference Proceedings",
  year="2024",
  journal="AIP conference proceedings",
  volume="3094",
  pages="1--4",
  publisher="AMER INST PHYSICS",
  address="MELVILLE",
  doi="10.1063/5.0210500",
  isbn="978-07-3544-954-1",
  issn="0094-243X"
}