Input design and parameter estimation with open source tools

Simon Mayr; Gernot Grabmair; Johann Reger

doi:10.1016/j.ifacol.2015.05.107

Input design and parameter estimation with open source tools

Simon Mayr, Gernot Grabmair, Johann Reger

Research Center Wels

Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

1 Zitat (Scopus)

Abstract

In this paper we present free tools for model-based optimal input design and parameter estimation. The discussed tool-chain is tailored for the needs of small-and medium sized companies. Its programming core is based on Scilab and the JModelica platform and features input design (DOE), optimal control problems (OCP), and parameter estimation. Finally, the entire tool-chain concept is tested via simulation of a cart and pendulum system.

Originalsprache	Englisch
Seiten (von - bis)	286-291
Seitenumfang	6
Fachzeitschrift	IFAC-PapersOnLine
Jahrgang	28
Ausgabenummer	1
DOIs	https://doi.org/10.1016/j.ifacol.2015.05.107
Publikationsstatus	Veröffentlicht - 1 Feb. 2015
Veranstaltung	8th Vienna International Conference on Mathematical Modelling, MATHMOD 2015 - Vienna, Österreich Dauer: 18 Feb. 2015 → 20 Feb. 2015

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10.1016/j.ifacol.2015.05.107

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abstract = "In this paper we present free tools for model-based optimal input design and parameter estimation. The discussed tool-chain is tailored for the needs of small-and medium sized companies. Its programming core is based on Scilab and the JModelica platform and features input design (DOE), optimal control problems (OCP), and parameter estimation. Finally, the entire tool-chain concept is tested via simulation of a cart and pendulum system.",

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author = "Simon Mayr and Gernot Grabmair and Johann Reger",

note = "We gratefully acknowledge the support from the Austrian funding agency FFG in Coin-project ProtoFrame (projectnumber839074); 8th Vienna International Conference on Mathematical Modelling, MATHMOD 2015 ; Conference date: 18-02-2015 Through 20-02-2015",

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AB - In this paper we present free tools for model-based optimal input design and parameter estimation. The discussed tool-chain is tailored for the needs of small-and medium sized companies. Its programming core is based on Scilab and the JModelica platform and features input design (DOE), optimal control problems (OCP), and parameter estimation. Finally, the entire tool-chain concept is tested via simulation of a cart and pendulum system.

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KW - Optimal experiment design

KW - Optimal input design

KW - Parameter estimation

KW - Software tools

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Input design and parameter estimation with open source tools

Abstract

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