Newton method with feasible inexact projections for constrained equations and nonsmooth Newton method in Riemannian manifolds

In this thesis, we will study three versions of the Newton method for solving problems in two contexts, namely Euclidean and Riemannian. In the Euclidean context, we will present the Newton method with feasible inexact projections for solving generalized equations subject to a set of constraints. Un...

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Detalles Bibliográficos
Autor: Oliveira, Fabiana Rodrigues de
Tipo de recurso: tesis doctoral
Estado:Versión publicada
Fecha de publicación:2019
País:Brasil
Institución:Universidade Federal de Goiás (UFG)
Repositorio:Repositório Institucional da UFG
Idioma:portugués
OAI Identifier:oai:repositorio.bc.ufg.br:tede/9507
Acceso en línea:http://repositorio.bc.ufg.br/tede/handle/tede/9507
Access Level:acceso abierto
Palabra clave:Projeção inexata viável
Feasible inexact projection
Riemannian manifolds
Vector fields
Convergence analysis
Médodo de Newton
Newton method
Variedades riemannianas
Campos de vetores
Análise de convergência
CIENCIAS EXATAS E DA TERRA::MATEMATICA
Descripción
Sumario:In this thesis, we will study three versions of the Newton method for solving problems in two contexts, namely Euclidean and Riemannian. In the Euclidean context, we will present the Newton method with feasible inexact projections for solving generalized equations subject to a set of constraints. Under local assumptions, the linear or superlinear convergence of a sequence generated by the proposed method is established. Next, a version of the inexact Newton method with feasible inexact projections for solving constrained smooth and nonsmooth equations is presented. Using suitable assumptions, the linear or superlinear convergence of a sequence generated by the method is proved. Furthermore, to illustrate the practical behavior of the proposed method, some numerical experiments are reported. Under another perspective, the last version of the Newton method to be investigated is an extension of the nonsmooth Newton method itself from the Euclidean context to the Riemannian, objecting to find a singularity of a special class of locally Lipschitz continuous vector fields. In particular, this method retrieves the classical nonsmooth Newton method to solve a system of nonsmooth equations. The well-definedness of the sequence generated by the method is ensured and the convergence analysis of the method is made under local and semi-local assumptions.