Cargando…

Spherical radial basis functions, theory and applications

This book is the first to be devoted to the theory and applications of spherical (radial) basis functions (SBFs), which is rapidly emerging as one of the most promising techniques for solving problems where approximations are needed on the surface of a sphere. The aim of the book is to provide enoug...

Descripción completa

Detalles Bibliográficos
Autores principales: Hubbert, Simon, Lê Gia, Quôc Thông, Morton, Tanya M
Lenguaje:eng
Publicado: Springer 2015
Materias:
Acceso en línea:https://dx.doi.org/10.1007/978-3-319-17939-1
http://cds.cern.ch/record/2021018
_version_ 1780946880810713088
author Hubbert, Simon
Lê Gia, Quôc Thông
Morton, Tanya M
author_facet Hubbert, Simon
Lê Gia, Quôc Thông
Morton, Tanya M
author_sort Hubbert, Simon
collection CERN
description This book is the first to be devoted to the theory and applications of spherical (radial) basis functions (SBFs), which is rapidly emerging as one of the most promising techniques for solving problems where approximations are needed on the surface of a sphere. The aim of the book is to provide enough theoretical and practical details for the reader to be able to implement the SBF methods to solve real world problems. The authors stress the close connection between the theory of SBFs and that of the more well-known family of radial basis functions (RBFs), which are well-established tools for solving approximation theory problems on more general domains. The unique solvability of the SBF interpolation method for data fitting problems is established and an in-depth investigation of its accuracy is provided. Two chapters are devoted to partial differential equations (PDEs). One deals with the practical implementation of an SBF-based solution to an elliptic PDE and another which describes an SBF approach for solving a parabolic time-dependent PDE, complete with error analysis. The theory developed is illuminated with numerical experiments throughout. Spherical Radial Basis Functions, Theory and Applications will be of interest to graduate students and researchers in mathematics and related fields such as the geophysical sciences and statistics.
id cern-2021018
institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2015
publisher Springer
record_format invenio
spelling cern-20210182021-04-21T20:16:46Zdoi:10.1007/978-3-319-17939-1http://cds.cern.ch/record/2021018engHubbert, SimonLê Gia, Quôc ThôngMorton, Tanya MSpherical radial basis functions, theory and applicationsMathematical Physics and MathematicsThis book is the first to be devoted to the theory and applications of spherical (radial) basis functions (SBFs), which is rapidly emerging as one of the most promising techniques for solving problems where approximations are needed on the surface of a sphere. The aim of the book is to provide enough theoretical and practical details for the reader to be able to implement the SBF methods to solve real world problems. The authors stress the close connection between the theory of SBFs and that of the more well-known family of radial basis functions (RBFs), which are well-established tools for solving approximation theory problems on more general domains. The unique solvability of the SBF interpolation method for data fitting problems is established and an in-depth investigation of its accuracy is provided. Two chapters are devoted to partial differential equations (PDEs). One deals with the practical implementation of an SBF-based solution to an elliptic PDE and another which describes an SBF approach for solving a parabolic time-dependent PDE, complete with error analysis. The theory developed is illuminated with numerical experiments throughout. Spherical Radial Basis Functions, Theory and Applications will be of interest to graduate students and researchers in mathematics and related fields such as the geophysical sciences and statistics.Springeroai:cds.cern.ch:20210182015
spellingShingle Mathematical Physics and Mathematics
Hubbert, Simon
Lê Gia, Quôc Thông
Morton, Tanya M
Spherical radial basis functions, theory and applications
title Spherical radial basis functions, theory and applications
title_full Spherical radial basis functions, theory and applications
title_fullStr Spherical radial basis functions, theory and applications
title_full_unstemmed Spherical radial basis functions, theory and applications
title_short Spherical radial basis functions, theory and applications
title_sort spherical radial basis functions, theory and applications
topic Mathematical Physics and Mathematics
url https://dx.doi.org/10.1007/978-3-319-17939-1
http://cds.cern.ch/record/2021018
work_keys_str_mv AT hubbertsimon sphericalradialbasisfunctionstheoryandapplications
AT legiaquocthong sphericalradialbasisfunctionstheoryandapplications
AT mortontanyam sphericalradialbasisfunctionstheoryandapplications