Spatiotemporal Modeling of Influenza: Partial Differential Equation Analysis in R
暫譯: 流感的時空模型:在 R 中的偏微分方程分析

Schiesser, William E.

  • 出版商: Morgan & Claypool
  • 出版日期: 2019-05-06
  • 售價: $2,570
  • 貴賓價: 9.5$2,442
  • 語言: 英文
  • 頁數: 111
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 1681735717
  • ISBN-13: 9781681735719
  • 相關分類: 物聯網 IoT
  • 海外代購書籍(需單獨結帳)

商品描述

This book has a two-fold purpose:

  1. An introduction to the computer-based modeling of influenza, a continuing major worldwide communicable disease.
  2. The use of (1) as an illustration of a methodology for the computer-based modeling of communicable diseases.

For the purposes of (1) and (2), a basic influenza model is formulated as a system of partial differential equations (PDEs) that define the spatiotemporal evolution of four populations: susceptibles, untreated and treated infecteds, and recovereds. The requirements of a well-posed PDE model are considered, including the initial and boundary conditions. The terms of the PDEs are explained.

The computer implementation of the model is illustrated with a detailed line-by-line explanation of a system of routines in R (a quality, open-source scientific computing system that is readily available from the Internet). The R routines demonstrate the straightforward numerical solution of a system of nonlinear PDEs by the method of lines (MOL), an established general algorithm for PDEs.

The presentation of the PDE modeling methodology is introductory with a minumum of formal mathematics (no theorems and proofs), and with emphasis on example applications. The intent of the book is to assist in the initial understanding and use of PDE mathematical modeling of communicable diseases, and the explanation and interpretation of the computed model solutions, as illustrated with the influenza model.

商品描述(中文翻譯)

這本書有兩個主要目的:
1. 介紹基於電腦的流感模型,這是一種持續存在的全球性傳染病。
2. 使用(1)作為基於電腦的傳染病建模方法論的示例。

為了達成(1)和(2)的目的,基本的流感模型被公式化為一組偏微分方程(PDEs),這些方程定義了四個人群的時空演變:易感者、未治療和已治療的感染者,以及康復者。考慮到一個良好定義的PDE模型的要求,包括初始條件和邊界條件。對PDE的項進行了解釋。

模型的電腦實現通過對R語言(這是一個高品質的開源科學計算系統,隨時可從互聯網獲得)中的一組例程進行詳細的逐行解釋來說明。這些R例程展示了通過線法(MOL)對一組非線性PDEs進行簡單數值解的過程,這是一種已建立的PDE通用算法。

PDE建模方法論的介紹是初步的,數學形式最少(沒有定理和證明),並強調示例應用。本書的目的是幫助讀者初步理解和使用PDE數學建模來研究傳染病,以及解釋和詮釋計算出的模型解,並以流感模型為例進行說明。

作者簡介

William E. Schiesser is Emeritus McCann Professor of Computational Biomedical Engineering and Chemical and Biomolecular Engineering at Lehigh University.

作者簡介(中文翻譯)

威廉·E·史基瑟(William E. Schiesser)是萊海大學(Lehigh University)計算生物醫學工程及化學與生物分子工程的名譽麥肯教授(Emeritus McCann Professor)。

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