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Aspectos teóricos e implementación del método iterativo GMRES para la resolución de sistemas lineales

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dc.contributor Vieiro Yanes, Arturo
dc.creator Dorado Ladera, José Luis
dc.date 2018-10-29T11:22:15Z
dc.date 2018-10-29T11:22:15Z
dc.date 2018-06-27
dc.date.accessioned 2024-12-16T10:26:58Z
dc.date.available 2024-12-16T10:26:58Z
dc.identifier http://hdl.handle.net/2445/125692
dc.identifier.uri http://fima-docencia.ub.edu:8080/xmlui/handle/123456789/21697
dc.description Treballs Finals de Grau de Matemàtiques, Facultat de Matemàtiques, Universitat de Barcelona, Any: 2018, Director: ArturoVieiro Yanes
dc.description [en] In this work we study different theoretical aspects of the GMRES algorithm (Generalized Minimal RESidual), including the use of Krylov subspaces, general results on convergence and the adapted version with restarted GMRES(m). GMRES is an iterative method that approximates the solution of a linear system $Ax = b$ by looking for the solution that minimizes the residue within the Krylov subspace. This method can be applied to general linear systems, because it does not require an specific structure of the matrix $A$ of the system. It is especially suitable for system of high dimension when it is not possible to solve it by direct methods and when the classical iterative methods like Jacobi, Gauss-Seidel or SOR do not converge or do not converge in a reasonable amount of time. We complement the work with several remarks and pseudo-code schemes useful for the implementation (in C language) that we have done of the method. We use our own implementation of GMRES in several examples, improving the implementation until we reach the final version (included in the Appendix). In the memory we present some examples to illustrate some aspects of the convergence of GMRES for different spectra of $A$.
dc.format 61 p.
dc.format application/pdf
dc.language spa
dc.rights cc-by-nc-nd (c) José Luis Dorado Ladera, 2018
dc.rights http://creativecommons.org/licenses/by-nc-nd/3.0/es/
dc.rights info:eu-repo/semantics/openAccess
dc.source Treballs Finals de Grau (TFG) - Matemàtiques
dc.subject Mètodes iteratius (Matemàtica)
dc.subject Àlgebra lineal
dc.subject Algorismes computacionals
dc.subject C++ (Llenguatge de programació)
dc.subject Treballs de fi de grau
dc.subject Iterative methods (Mathematics)
dc.subject Linear algebra
dc.subject Computer algorithms
dc.subject C++ (Computer program language)
dc.subject Bachelor's theses
dc.title Aspectos teóricos e implementación del método iterativo GMRES para la resolución de sistemas lineales
dc.type info:eu-repo/semantics/bachelorThesis


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