Sensitivity analysis and parameter estimation of heat transfer and material flow models in friction stir welding
Autor(a) principal: | |
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Data de Publicação: | 2014 |
Outros Autores: | , , |
Tipo de documento: | Artigo |
Idioma: | eng |
Título da fonte: | Materials research (São Carlos. Online) |
Texto Completo: | http://old.scielo.br/scielo.php?script=sci_arttext&pid=S1516-14392014000200017 |
Resumo: | Although numerical models of heat transfer and material flow have contributed to understand the underlying mechanisms of friction stir welding (FSW), there are certain input model parameters that can not be easily determined. Thus, the model predictions do not always agree with experimental results. In this work, sensitivity analysis and parameter estimation were applied to test heat transfer and material flow models. A forward-difference approximation was used to compute the sensitivity of the solution with respect to the unknown model parameters. The Levenberg-Marquardt (LM) method was applied to solve the nonlinear parameter estimation problem. The numerical models were developed by the finite element method (FEM). The way in which the unknown model parameters independently affect the results and the importance of the location of reference points that take part in the objective function were determined. |
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Sensitivity analysis and parameter estimation of heat transfer and material flow models in friction stir weldingfriction stir weldingsensitivity analysisparameter estimationfinite element methodCFDAlthough numerical models of heat transfer and material flow have contributed to understand the underlying mechanisms of friction stir welding (FSW), there are certain input model parameters that can not be easily determined. Thus, the model predictions do not always agree with experimental results. In this work, sensitivity analysis and parameter estimation were applied to test heat transfer and material flow models. A forward-difference approximation was used to compute the sensitivity of the solution with respect to the unknown model parameters. The Levenberg-Marquardt (LM) method was applied to solve the nonlinear parameter estimation problem. The numerical models were developed by the finite element method (FEM). The way in which the unknown model parameters independently affect the results and the importance of the location of reference points that take part in the objective function were determined.ABM, ABC, ABPol2014-04-01info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersiontext/htmlhttp://old.scielo.br/scielo.php?script=sci_arttext&pid=S1516-14392014000200017Materials Research v.17 n.2 2014reponame:Materials research (São Carlos. Online)instname:Universidade Federal de São Carlos (UFSCAR)instacron:ABM ABC ABPOL10.1590/S1516-14392013005000184info:eu-repo/semantics/openAccessPereyra,S.Lombera,G.A.Frontini,G.Urquiza,S.A.eng2014-05-06T00:00:00Zoai:scielo:S1516-14392014000200017Revistahttp://www.scielo.br/mrPUBhttps://old.scielo.br/oai/scielo-oai.phpdedz@power.ufscar.br1980-53731516-1439opendoar:2014-05-06T00:00Materials research (São Carlos. Online) - Universidade Federal de São Carlos (UFSCAR)false |
dc.title.none.fl_str_mv |
Sensitivity analysis and parameter estimation of heat transfer and material flow models in friction stir welding |
title |
Sensitivity analysis and parameter estimation of heat transfer and material flow models in friction stir welding |
spellingShingle |
Sensitivity analysis and parameter estimation of heat transfer and material flow models in friction stir welding Pereyra,S. friction stir welding sensitivity analysis parameter estimation finite element method CFD |
title_short |
Sensitivity analysis and parameter estimation of heat transfer and material flow models in friction stir welding |
title_full |
Sensitivity analysis and parameter estimation of heat transfer and material flow models in friction stir welding |
title_fullStr |
Sensitivity analysis and parameter estimation of heat transfer and material flow models in friction stir welding |
title_full_unstemmed |
Sensitivity analysis and parameter estimation of heat transfer and material flow models in friction stir welding |
title_sort |
Sensitivity analysis and parameter estimation of heat transfer and material flow models in friction stir welding |
author |
Pereyra,S. |
author_facet |
Pereyra,S. Lombera,G.A. Frontini,G. Urquiza,S.A. |
author_role |
author |
author2 |
Lombera,G.A. Frontini,G. Urquiza,S.A. |
author2_role |
author author author |
dc.contributor.author.fl_str_mv |
Pereyra,S. Lombera,G.A. Frontini,G. Urquiza,S.A. |
dc.subject.por.fl_str_mv |
friction stir welding sensitivity analysis parameter estimation finite element method CFD |
topic |
friction stir welding sensitivity analysis parameter estimation finite element method CFD |
description |
Although numerical models of heat transfer and material flow have contributed to understand the underlying mechanisms of friction stir welding (FSW), there are certain input model parameters that can not be easily determined. Thus, the model predictions do not always agree with experimental results. In this work, sensitivity analysis and parameter estimation were applied to test heat transfer and material flow models. A forward-difference approximation was used to compute the sensitivity of the solution with respect to the unknown model parameters. The Levenberg-Marquardt (LM) method was applied to solve the nonlinear parameter estimation problem. The numerical models were developed by the finite element method (FEM). The way in which the unknown model parameters independently affect the results and the importance of the location of reference points that take part in the objective function were determined. |
publishDate |
2014 |
dc.date.none.fl_str_mv |
2014-04-01 |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/article |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
format |
article |
status_str |
publishedVersion |
dc.identifier.uri.fl_str_mv |
http://old.scielo.br/scielo.php?script=sci_arttext&pid=S1516-14392014000200017 |
url |
http://old.scielo.br/scielo.php?script=sci_arttext&pid=S1516-14392014000200017 |
dc.language.iso.fl_str_mv |
eng |
language |
eng |
dc.relation.none.fl_str_mv |
10.1590/S1516-14392013005000184 |
dc.rights.driver.fl_str_mv |
info:eu-repo/semantics/openAccess |
eu_rights_str_mv |
openAccess |
dc.format.none.fl_str_mv |
text/html |
dc.publisher.none.fl_str_mv |
ABM, ABC, ABPol |
publisher.none.fl_str_mv |
ABM, ABC, ABPol |
dc.source.none.fl_str_mv |
Materials Research v.17 n.2 2014 reponame:Materials research (São Carlos. Online) instname:Universidade Federal de São Carlos (UFSCAR) instacron:ABM ABC ABPOL |
instname_str |
Universidade Federal de São Carlos (UFSCAR) |
instacron_str |
ABM ABC ABPOL |
institution |
ABM ABC ABPOL |
reponame_str |
Materials research (São Carlos. Online) |
collection |
Materials research (São Carlos. Online) |
repository.name.fl_str_mv |
Materials research (São Carlos. Online) - Universidade Federal de São Carlos (UFSCAR) |
repository.mail.fl_str_mv |
dedz@power.ufscar.br |
_version_ |
1754212663743741952 |