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A Primer on Radial Basis Functions with Applications to the Geosciences

A Primer on Radial Basis Functions with Applications to the Geosciences

A Primer on Radial Basis Functions with Applications to the Geosciences

Bengt Fornberg, University of Colorado Boulder
Natasha Flyer, National Center for Atmospheric Research, Boulder, Colorado
December 2015
Paperback
9781611974027
AUD$170.00
inc GST
Paperback

    Radial Basis Functions (RBFs) are a powerful numerical methodology for solving PDEs to high accuracy in any number of dimensions. The ability to apply RBFs to a wide range of problems, including fluid mechanics, wave motions and geosciences, makes them a vital tool for graduates and researchers specialising in many application areas, ranging from numerical analysis to geoscience. Using examples and heuristic explanations to generate a practical and intuitive perspective, this book addresses how, when, and why RBF-based methods work. The logical progression of the book, beginning with an introduction to finite difference (FD), ensures a comprehensive study of RBF-RD methods which are fast becoming a dominant methodology for numerical simulations in a wide range of applications. As the first book to survey RBF-FD methodology, the value this text brings to graduates and researchers is unparalleled.

    • The first book to survey RBF-FD methods
    • The methods within can be applied to numerical simulations in seismic exploration, climate modelling, and electromagnetics
    • Suitable as a text for a one-semester first-year graduate course

    Product details

    December 2015
    Paperback
    9781611974027
    235 pages
    251 × 173 × 13 mm
    0.41kg
    This item is not supplied by Cambridge University Press in your region. Please contact Soc for Industrial & Applied Mathematics for availability.

    Table of Contents

    • Preface
    • 1. Brief summary of finite difference methods
    • 2. Brief summary of pseudospectral methods
    • 3. Introduction to radial basis functions
    • 4. Global RBFs for solving PDEs
    • 5. RBF-generated FD (RBF-FD) methods
    • 6. Global RBF application to geo-modeling: limited-area domains
    • 7. RBF-FD applications to geo-modeling: spherical domains
    • 8. RBF-FD application to geo-modeling: limited-area domains
    • A. Introduction to RBFs via cubic splines
    • B. Spherical harmonics
    • C. Some node distribution strategies
    • D. Cartesian vector operators on a sphere
    • Bibliography
    • Index.