Analysis of numeric conditioning of Hessian matrix of Lagrangian via singular values

Detalhes bibliográficos
Autor(a) principal: De Sousa, V. A.
Data de Publicação: 2007
Outros Autores: Baptista, Edméa Cássia [UNESP], Da Costa, G. R M
Tipo de documento: Artigo de conferência
Idioma: eng
Título da fonte: Repositório Institucional da UNESP
Texto Completo: http://dx.doi.org/10.1109/PCT.2007.4538299
http://hdl.handle.net/11449/70025
Resumo: This paper presents an analyze of numeric conditioning of the Hessian matrix of Lagrangian of modified barrier function Lagrangian method (MBFL) and primal-dual logarithmic barrier method (PDLB), which are obtained in the process of solution of an optimal power flow problem (OPF). This analyze is done by a comparative study through the singular values decomposition (SVD) of those matrixes. In the MBLF method the inequality constraints are treated by the modified barrier and PDLB methods. The inequality constraints are transformed into equalities by introducing positive auxiliary variables and are perturbed by the barrier parameter. The first-order necessary conditions of the Lagrangian function are solved by Newton's method. The perturbation of the auxiliary variables results in an expansion of the feasible set of the original problem, allowing the limits of the inequality constraints to be reached. The electric systems IEEE 14, 162 and 300 buses were used in the comparative analysis. ©2007 IEEE.
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spelling Analysis of numeric conditioning of Hessian matrix of Lagrangian via singular valuesModified barrier functionNewton's methodNonlinear programmingOptimal power flowMathematical modelsMatrix algebraNewton-Raphson methodPower electronicsInequality constraintsLagrange multipliersThis paper presents an analyze of numeric conditioning of the Hessian matrix of Lagrangian of modified barrier function Lagrangian method (MBFL) and primal-dual logarithmic barrier method (PDLB), which are obtained in the process of solution of an optimal power flow problem (OPF). This analyze is done by a comparative study through the singular values decomposition (SVD) of those matrixes. In the MBLF method the inequality constraints are treated by the modified barrier and PDLB methods. The inequality constraints are transformed into equalities by introducing positive auxiliary variables and are perturbed by the barrier parameter. The first-order necessary conditions of the Lagrangian function are solved by Newton's method. The perturbation of the auxiliary variables results in an expansion of the feasible set of the original problem, allowing the limits of the inequality constraints to be reached. The electric systems IEEE 14, 162 and 300 buses were used in the comparative analysis. ©2007 IEEE.IEEEElectrical Engineering Department Engineering School of São Carlos University of São PauloElectrical Engineering Department Engineering School of São Carlos University of São Paulo, São Carlos, SP 13566-590Department of Mathematics São Paulo State University (UNESP), BauruDepartment of Mathematics São Paulo State University (UNESP), BauruIEEEUniversidade de São Paulo (USP)Universidade Estadual Paulista (Unesp)De Sousa, V. A.Baptista, Edméa Cássia [UNESP]Da Costa, G. R M2014-05-27T11:22:39Z2014-05-27T11:22:39Z2007-12-01info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/conferenceObject98-102http://dx.doi.org/10.1109/PCT.2007.45382992007 IEEE Lausanne POWERTECH, Proceedings, p. 98-102.http://hdl.handle.net/11449/7002510.1109/PCT.2007.45382992-s2.0-5084909665784796874045269580000-0002-5642-8925Scopusreponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPeng2007 IEEE Lausanne POWERTECH, Proceedingsinfo:eu-repo/semantics/openAccess2024-04-29T14:59:56Zoai:repositorio.unesp.br:11449/70025Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462024-04-29T14:59:56Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false
dc.title.none.fl_str_mv Analysis of numeric conditioning of Hessian matrix of Lagrangian via singular values
title Analysis of numeric conditioning of Hessian matrix of Lagrangian via singular values
spellingShingle Analysis of numeric conditioning of Hessian matrix of Lagrangian via singular values
De Sousa, V. A.
Modified barrier function
Newton's method
Nonlinear programming
Optimal power flow
Mathematical models
Matrix algebra
Newton-Raphson method
Power electronics
Inequality constraints
Lagrange multipliers
title_short Analysis of numeric conditioning of Hessian matrix of Lagrangian via singular values
title_full Analysis of numeric conditioning of Hessian matrix of Lagrangian via singular values
title_fullStr Analysis of numeric conditioning of Hessian matrix of Lagrangian via singular values
title_full_unstemmed Analysis of numeric conditioning of Hessian matrix of Lagrangian via singular values
title_sort Analysis of numeric conditioning of Hessian matrix of Lagrangian via singular values
author De Sousa, V. A.
author_facet De Sousa, V. A.
Baptista, Edméa Cássia [UNESP]
Da Costa, G. R M
author_role author
author2 Baptista, Edméa Cássia [UNESP]
Da Costa, G. R M
author2_role author
author
dc.contributor.none.fl_str_mv IEEE
Universidade de São Paulo (USP)
Universidade Estadual Paulista (Unesp)
dc.contributor.author.fl_str_mv De Sousa, V. A.
Baptista, Edméa Cássia [UNESP]
Da Costa, G. R M
dc.subject.por.fl_str_mv Modified barrier function
Newton's method
Nonlinear programming
Optimal power flow
Mathematical models
Matrix algebra
Newton-Raphson method
Power electronics
Inequality constraints
Lagrange multipliers
topic Modified barrier function
Newton's method
Nonlinear programming
Optimal power flow
Mathematical models
Matrix algebra
Newton-Raphson method
Power electronics
Inequality constraints
Lagrange multipliers
description This paper presents an analyze of numeric conditioning of the Hessian matrix of Lagrangian of modified barrier function Lagrangian method (MBFL) and primal-dual logarithmic barrier method (PDLB), which are obtained in the process of solution of an optimal power flow problem (OPF). This analyze is done by a comparative study through the singular values decomposition (SVD) of those matrixes. In the MBLF method the inequality constraints are treated by the modified barrier and PDLB methods. The inequality constraints are transformed into equalities by introducing positive auxiliary variables and are perturbed by the barrier parameter. The first-order necessary conditions of the Lagrangian function are solved by Newton's method. The perturbation of the auxiliary variables results in an expansion of the feasible set of the original problem, allowing the limits of the inequality constraints to be reached. The electric systems IEEE 14, 162 and 300 buses were used in the comparative analysis. ©2007 IEEE.
publishDate 2007
dc.date.none.fl_str_mv 2007-12-01
2014-05-27T11:22:39Z
2014-05-27T11:22:39Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/conferenceObject
format conferenceObject
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://dx.doi.org/10.1109/PCT.2007.4538299
2007 IEEE Lausanne POWERTECH, Proceedings, p. 98-102.
http://hdl.handle.net/11449/70025
10.1109/PCT.2007.4538299
2-s2.0-50849096657
8479687404526958
0000-0002-5642-8925
url http://dx.doi.org/10.1109/PCT.2007.4538299
http://hdl.handle.net/11449/70025
identifier_str_mv 2007 IEEE Lausanne POWERTECH, Proceedings, p. 98-102.
10.1109/PCT.2007.4538299
2-s2.0-50849096657
8479687404526958
0000-0002-5642-8925
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 2007 IEEE Lausanne POWERTECH, Proceedings
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv 98-102
dc.source.none.fl_str_mv Scopus
reponame:Repositório Institucional da UNESP
instname:Universidade Estadual Paulista (UNESP)
instacron:UNESP
instname_str Universidade Estadual Paulista (UNESP)
instacron_str UNESP
institution UNESP
reponame_str Repositório Institucional da UNESP
collection Repositório Institucional da UNESP
repository.name.fl_str_mv Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)
repository.mail.fl_str_mv
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