Nonlinear Dynamics in Complex Systems: Theory and Applications for the Life-, Neuro- And Natural Sciences
暫譯: 複雜系統中的非線性動力學:生命科學、神經科學與自然科學的理論與應用

Fuchs, Armin

  • 出版商: Springer
  • 出版日期: 2014-10-15
  • 售價: $4,140
  • 貴賓價: 9.5$3,933
  • 語言: 英文
  • 頁數: 238
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 3642427812
  • ISBN-13: 9783642427817
  • 相關分類: 動力學 Dynamics生物資訊 Bioinformatics
  • 海外代購書籍(需單獨結帳)

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商品描述

With many areas of science reaching across their boundaries and becoming more and more interdisciplinary, students and researchers in these fields are confronted with techniques and tools not covered by their particular education. Especially in the life- and neurosciences quantitative models based on nonlinear dynamics and complex systems are becoming as frequently implemented as traditional statistical analysis. Unfamiliarity with the terminology and rigorous mathematics may discourage many scientists to adopt these methods for their own work, even though such reluctance in most cases is not justified.

This book bridges this gap by introducing the procedures and methods used for analyzing nonlinear dynamical systems. In Part I, the concepts of fixed points, phase space, stability and transitions, among others, are discussed in great detail and implemented on the basis of example elementary systems. Part II is devoted to specific, non-trivial applications: coordination of human limb movement (Haken-Kelso-Bunz model), self-organization and pattern formation in complex systems (Synergetics), and models of dynamical properties of neurons (Hodgkin-Huxley, Fitzhugh-Nagumo and Hindmarsh-Rose). Part III may serve as a refresher and companion of some mathematical basics that have been forgotten or were not covered in basic math courses. Finally, the appendix contains an explicit derivation and basic numerical methods together with some programming examples as well as solutions to the exercises provided at the end of certain chapters. Throughout this book all derivations are as detailed and explicit as possible, and everybody with some knowledge of calculus should be able to extract meaningful guidance follow and apply the methods of nonlinear dynamics to their own work.

"This book is a masterful treatment, one might even say a gift, to the interdisciplinary scientist of the future."

"With the authoritative voice of a genuine practitioner, Fuchs is a master teacher of how to handle complex dynamical systems."

"What I find beautiful in this book is its clarity, the clear definition of terms, every step explained simply and systematically."

(J.A.Scott Kelso, excerpts from the foreword)

商品描述(中文翻譯)

隨著許多科學領域跨越其邊界並變得越來越跨學科,這些領域的學生和研究人員面臨著其特定教育中未涵蓋的技術和工具。特別是在生命科學和神經科學中,基於非線性動力學和複雜系統的定量模型的實施頻率已與傳統統計分析相當。對術語和嚴謹數學的不熟悉可能會使許多科學家不願意將這些方法應用於自己的工作,儘管在大多數情況下,這種不情願並不合理。

本書通過介紹用於分析非線性動力系統的程序和方法來彌補這一差距。在第一部分中,詳細討論了固定點、相空間、穩定性和轉變等概念,並基於示例基本系統進行實施。第二部分專注於具體的非平凡應用:人類肢體運動的協調(Haken-Kelso-Bunz 模型)、複雜系統中的自組織和模式形成(Synergetics),以及神經元的動態特性模型(Hodgkin-Huxley、Fitzhugh-Nagumo 和 Hindmarsh-Rose)。第三部分可作為一些已被遺忘或在基礎數學課程中未涵蓋的數學基礎的複習和伴侶。最後,附錄包含明確的推導和基本數值方法,以及一些編程示例和某些章節末尾提供的練習題解答。在整本書中,所有推導都盡可能詳細和明確,任何具備微積分知識的人都應能提取有意義的指導,並將非線性動力學的方法應用於自己的工作。

「這本書是一部精湛的著作,可以說是未來跨學科科學家的禮物。」

「Fuchs 以真正的實踐者的權威聲音,成為如何處理複雜動力系統的卓越教師。」

「我在這本書中發現美麗之處在於其清晰性,術語的明確定義,每一步都簡單而系統地解釋。」

(J.A.Scott Kelso,前言摘錄)

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