Detail publikačního výsledku

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

TŮMA, M.; KÁRSKÝ, V.; JURA, P.

Originální název

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

Anglický název

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

Druh

Stať ve sborníku v databázi WoS či Scopus

Originální abstrakt

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.

Anglický abstrakt

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.

Klíčová slova

continuous LTI system, identification, generalized Laguerre functions

Klíčová slova v angličtině

continuous LTI system, identification, generalized Laguerre functions

Autoři

TŮMA, M.; KÁRSKÝ, V.; JURA, P.

Rok RIV

2025

Vydáno

07.06.2024

Nakladatel

AMER INST PHYSICS

Místo

MELVILLE

ISBN

978-07-3544-954-1

Kniha

AIP Conference Proceedings

ISSN

0094-243X

Periodikum

AIP conference proceedings

Svazek

3094

Stát

Spojené státy americké

Strany od

1

Strany do

4

Strany počet

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"
}