A Primer on Radial Basis Functions with Applications to the Geosciences

A Primer on Radial Basis Functions with Applications to the Geosciences
Author :
Publisher : SIAM
Total Pages : 226
Release :
ISBN-10 : 9781611974027
ISBN-13 : 161197402X
Rating : 4/5 (02X Downloads)

Book Synopsis A Primer on Radial Basis Functions with Applications to the Geosciences by : Bengt Fornberg

Download or read book A Primer on Radial Basis Functions with Applications to the Geosciences written by Bengt Fornberg and published by SIAM. This book was released on 2015-09-30 with total page 226 pages. Available in PDF, EPUB and Kindle. Book excerpt: ?Adapted from a series of lectures given by the authors, this monograph focuses on radial basis functions (RBFs), a powerful numerical methodology for solving PDEs to high accuracy in any number of dimensions. This method applies to problems across a wide range of PDEs arising in fluid mechanics, wave motions, astro- and geosciences, mathematical biology, and other areas and has lately been shown to compete successfully against the very best previous approaches on some large benchmark problems. Using examples and heuristic explanations to create a practical and intuitive perspective, the authors address how, when, and why RBF-based methods work.? The authors trace the algorithmic evolution of RBFs, starting with brief introductions to finite difference (FD) and pseudospectral (PS) methods and following a logical progression to global RBFs and then to RBF-generated FD (RBF-FD) methods. The RBF-FD method, conceived in 2000, has proven to be a leading candidate for numerical simulations in an increasingly wide range of applications, including seismic exploration for oil and gas, weather and climate modeling, and electromagnetics, among others.? This is the first survey in book format of the RBF-FD methodology and is suitable as the text for a one-semester first-year graduate class.


A Primer on Radial Basis Functions with Applications to the Geosciences Related Books

A Primer on Radial Basis Functions with Applications to the Geosciences
Language: en
Pages: 226
Authors: Bengt Fornberg
Categories: Science
Type: BOOK - Published: 2015-09-30 - Publisher: SIAM

DOWNLOAD EBOOK

?Adapted from a series of lectures given by the authors, this monograph focuses on radial basis functions (RBFs), a powerful numerical methodology for solving P
A Primer on Radial Basis Functions with Applications to the Geosciences
Language: en
Pages: 221
Authors: Bengt Fornberg
Categories: Science
Type: BOOK - Published: 2015-09-30 - Publisher: SIAM

DOWNLOAD EBOOK

Adapted from a series of lectures given by the authors, this monograph focuses on radial basis functions (RBFs), a powerful numerical methodology for solving PD
Recent Applications of Harmonic Analysis to Function Spaces, Differential Equations, and Data Science
Language: en
Pages: 510
Authors: Isaac Pesenson
Categories: Mathematics
Type: BOOK - Published: 2017-08-09 - Publisher: Birkhäuser

DOWNLOAD EBOOK

The second of a two volume set on novel methods in harmonic analysis, this book draws on a number of original research and survey papers from well-known special
System- and Data-Driven Methods and Algorithms
Language: en
Pages: 346
Authors: Peter Benner
Categories: Mathematics
Type: BOOK - Published: 2021-11-08 - Publisher: Walter de Gruyter GmbH & Co KG

DOWNLOAD EBOOK

An increasing complexity of models used to predict real-world systems leads to the need for algorithms to replace complex models with far simpler ones, while pr
Encyclopedia of Geology
Language: en
Pages: 5634
Authors:
Categories: Science
Type: BOOK - Published: 2020-12-16 - Publisher: Academic Press

DOWNLOAD EBOOK

Encyclopedia of Geology, Second Edition presents in six volumes state-of-the-art reviews on the various aspects of geologic research, all of which have moved on