On Metamodeling of Electronic Circuits using Efficient Experiment Plans

On Metamodeling of Electronic Circuits using Efficient Experiment Plans

The use of metamodels has become more and more frequent when it comes to the analysis and optimization of simulations, as they are capable of predicting the behavior of a system in a much shorter time compared to normal simulations, but with comparable results. However, building the metamodel can be...

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Main Authors: CĂRBUNESCU-STOENESCU Bianca-Raluca, KOVACS Ingrid, FĂRCAȘ Călin, ȚOPA Marina, DAVID Emilian
Format: Article
Language:English
Published: Editura Universităţii din Oradea 2020-10-01
Series:Journal of Electrical and Electronics Engineering
Subjects:
design of experiments
metamodeling
residuals
voltage regulator
Online Access:https://electroinf.uoradea.ro/images/articles/CERCETARE/Reviste/JEEE/JEEE_V13_N2_OCT_2020/08%20paper%201726%20CARBUNESCU.pdf
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spelling doaj-34a9cd9f447d44c2a994e9b6b427ec682020-11-25T04:12:35ZengEditura Universităţii din OradeaJournal of Electrical and Electronics Engineering1844-60352067-21282020-10-011324550On Metamodeling of Electronic Circuits using Efficient Experiment PlansCĂRBUNESCU-STOENESCU Bianca-Raluca0KOVACS Ingrid1FĂRCAȘ Călin2ȚOPA Marina3DAVID Emilian4Technical University of Cluj-Napoca, RomaniaTechnical University of Cluj-Napoca, RomaniaTechnical University of Cluj-Napoca, RomaniaTechnical University of Cluj-Napoca, RomaniaInfineon Technologies, RomaniaThe use of metamodels has become more and more frequent when it comes to the analysis and optimization of simulations, as they are capable of predicting the behavior of a system in a much shorter time compared to normal simulations, but with comparable results. However, building the metamodel can be challenging as there are several types of DoEs and models, and most of the time the optimal combination of the two is not known. In this paper, a workflow for the metamodeling of electronic circuits was described and several types of models were built using a number of DoEs. The performance of these models was tested on four functions and a comparison between the models’ performance was obtained.https://electroinf.uoradea.ro/images/articles/CERCETARE/Reviste/JEEE/JEEE_V13_N2_OCT_2020/08%20paper%201726%20CARBUNESCU.pdfdesign of experimentsmetamodelingresidualsvoltage regulator
collection DOAJ
language English
format Article
sources DOAJ
author CĂRBUNESCU-STOENESCU Bianca-Raluca
KOVACS Ingrid
FĂRCAȘ Călin
ȚOPA Marina
DAVID Emilian
spellingShingle CĂRBUNESCU-STOENESCU Bianca-Raluca
KOVACS Ingrid
FĂRCAȘ Călin
ȚOPA Marina
DAVID Emilian
On Metamodeling of Electronic Circuits using Efficient Experiment Plans
Journal of Electrical and Electronics Engineering
design of experiments
metamodeling
residuals
voltage regulator
author_facet CĂRBUNESCU-STOENESCU Bianca-Raluca
KOVACS Ingrid
FĂRCAȘ Călin
ȚOPA Marina
DAVID Emilian
author_sort CĂRBUNESCU-STOENESCU Bianca-Raluca
title On Metamodeling of Electronic Circuits using Efficient Experiment Plans
title_short On Metamodeling of Electronic Circuits using Efficient Experiment Plans
title_full On Metamodeling of Electronic Circuits using Efficient Experiment Plans
title_fullStr On Metamodeling of Electronic Circuits using Efficient Experiment Plans
title_full_unstemmed On Metamodeling of Electronic Circuits using Efficient Experiment Plans
title_sort on metamodeling of electronic circuits using efficient experiment plans
publisher Editura Universităţii din Oradea
series Journal of Electrical and Electronics Engineering
issn 1844-6035
2067-2128
publishDate 2020-10-01
description The use of metamodels has become more and more frequent when it comes to the analysis and optimization of simulations, as they are capable of predicting the behavior of a system in a much shorter time compared to normal simulations, but with comparable results. However, building the metamodel can be challenging as there are several types of DoEs and models, and most of the time the optimal combination of the two is not known. In this paper, a workflow for the metamodeling of electronic circuits was described and several types of models were built using a number of DoEs. The performance of these models was tested on four functions and a comparison between the models’ performance was obtained.
topic design of experiments
metamodeling
residuals
voltage regulator
url https://electroinf.uoradea.ro/images/articles/CERCETARE/Reviste/JEEE/JEEE_V13_N2_OCT_2020/08%20paper%201726%20CARBUNESCU.pdf
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