Numerical Analysis Using R: Solutions to ODEs and PDEs
暫譯: 使用 R 的數值分析:常微分方程與偏微分方程的解法

Graham W. Griffiths

  • 出版商: Cambridge
  • 出版日期: 2016-04-26
  • 售價: $3,790
  • 貴賓價: 9.5$3,601
  • 語言: 英文
  • 頁數: 632
  • 裝訂: Hardcover
  • ISBN: 1107115612
  • ISBN-13: 9781107115613
  • 相關分類: R 語言數值分析 Numerical-analysis
  • 海外代購書籍(需單獨結帳)

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商品描述

This book presents the latest numerical solutions to initial value problems and boundary value problems described by ODEs and PDEs. The author offers practical methods that can be adapted to solve wide ranges of problems and illustrates them in the increasingly popular open source computer language R, allowing integration with more statistically based methods. The book begins with standard techniques, followed by an overview of 'high resolution' flux limiters and WENO to solve problems with solutions exhibiting high gradient phenomena. Meshless methods using radial basis functions are then discussed in the context of scattered data interpolation and the solution of PDEs on irregular grids. Three detailed case studies demonstrate how numerical methods can be used to tackle very different complex problems. With its focus on practical solutions to real-world problems, this book will be useful to students and practitioners in all areas of science and engineering, especially those using R.

商品描述(中文翻譯)

本書介紹了最新的數值解法,用於由常微分方程(ODEs)和偏微分方程(PDEs)描述的初值問題和邊界值問題。作者提供了可調整的實用方法,以解決各種問題,並在日益流行的開源計算語言 R 中進行說明,允許與更多基於統計的方法整合。本書首先介紹標準技術,接著概述了「高解析度」通量限制器和 WENO,以解決具有高梯度現象的問題。然後,討論了使用徑向基函數的無網格方法,這些方法在散佈數據插值和不規則網格上的 PDE 解決中具有應用。三個詳細的案例研究展示了數值方法如何用於解決非常不同的複雜問題。本書專注於現實世界問題的實用解決方案,對於所有科學和工程領域的學生和從業人員,特別是使用 R 的人員,將會非常有用。