A Primer on Population Dynamics Modeling: Basic Ideas for Mathematical Formulation
Seno, Hiromi
- 出版商: Springer
- 出版日期: 2023-11-18
- 售價: $3,640
- 貴賓價: 9.5 折 $3,458
- 語言: 英文
- 頁數: 462
- 裝訂: Quality Paper - also called trade paper
- ISBN: 9811960186
- ISBN-13: 9789811960185
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商品描述
This textbook provides an introduction to the mathematical models of population dynamics in mathematical biology. The focus of this book is on the biological meaning/translation of mathematical structures in mathematical models, rather than simply explaining mathematical details and literacies to analyze a model. In some recent usages of the mathematical model simply with computer numerical calculations, the model includes some inappropriate mathematical structure concerning the reasonability of modeling for the biological problem under investigation. For students and researchers who study or use mathematical models, it is important and helpful to understand what mathematical setup could be regarded as reasonable for the model with respect to the relation between the biological factors involved in the assumptions and the mathematical structure of the model.
Topics covered in this book are; modeling with geometric progression, density effect in population dynamics, deriving continuous time models from discrete time models, basic modeling for birth-death stochastic processes, continuous time models, modeling interspecific reaction for the continuous time population dynamics model, competition and prey-predator dynamics, modeling for population dynamics with a heterogeneous structure of population, qualitative analysis on the discrete time dynamical system, necessary knowledge about fundamental mathematical theories to understand the dynamical nature of continuous time models. The book includes popular topics in ecology and mathematical biology, as well as classic theoretical topics.
By understanding the biological meaning of modeling for simple models, readers will be able to derive a specific mathematical model for a biological problem by reasonable modeling. The contents of this book is made accessible for readers without strong Mathematical background.
商品描述(中文翻譯)
這本教科書提供了數學生物學中人口動態的數學模型介紹。本書的重點在於數學模型中數學結構的生物學意義/翻譯,而不僅僅是解釋數學細節和分析模型的文獻。在最近一些僅使用計算機數值計算的數學模型中,模型包含了一些不恰當的數學結構,這與所研究的生物問題的建模合理性有關。對於研究或使用數學模型的學生和研究人員來說,理解什麼樣的數學設置可以被視為對於模型的合理性是重要且有幫助的,這涉及到假設中生物因素與模型數學結構之間的關係。
本書涵蓋的主題包括:使用幾何級數建模、人口動態中的密度效應、從離散時間模型推導連續時間模型、出生-死亡隨機過程的基本建模、連續時間模型、連續時間人口動態模型中的物種間反應建模、競爭與捕食者-獵物動態、具有異質性結構的人口動態建模、離散時間動態系統的定性分析、理解連續時間模型動態特性的基本數學理論的必要知識。本書包括生態學和數學生物學中的熱門主題,以及經典的理論主題。
通過理解簡單模型的生物學意義,讀者將能夠通過合理建模推導出針對生物問題的特定數學模型。本書的內容對於沒有強大數學背景的讀者來說是易於理解的。
作者簡介
Hiromi Seno, Professor, Dr.Sci., Research Center for Pure and Applied Mathematics, Department of Computer and Mathematical Sciences, Graduate School of Information Sciences, Tohoku University.
作者簡介(中文翻譯)
Hiromi Seno,教授,博士,東北大學資訊科學研究所,計算與數學科學系,純粹與應用數學研究中心。